{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "26f5a745-fead-46a9-9149-ef47c28f8bc1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWkAAALICAYAAAC90wGYAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9eZhl2VUdiK/95nmMMSMjp8qsIVOyVKWiJDG1bCEsBiO5G9rCNlMLy8YG48+4QaL52bQNttxtY7A/GyMjLLABIWOwhQViMmJQSyWVVAVVlVVZysoxIjIiXrx5uG8+vz/eWzvOi8ohsioj8kXmWd8XX0a84b5zb0Sus+/aa+8txhg4ODg4OEwnfHd7AQ4ODg4ON4YjaQcHB4cphiNpBwcHhymGI2kHBweHKYYjaQcHB4cphiNpBwcHhymGI2kHh+tARP69iPz/7vRrb3GcYyJiRCRwg+cvicjXvNbPud8gIs+LyNvu9jpeLa77x+DgcL/DGPO39uK19xtE5BiAiwCCxpj+Hhz/RwGcNMb89Ru9xhhz5k5/7n7CRdIODjsgIv67vYb7CTe6c3AYwZG0w30BEXlERD4lIpXx7e83Wc99RER+WkR+U0SaAP78+LEfs17zgyJyTUTWROS7x7LESev9Pzb+/m0isiIiPyAim+P3fJd1nG8QkadFpCYiV8eR4Ks5n7CI/OR4PWvj78Pj5/5QRP638fdfOV7r149//hoReeYGx/SLyA+LyMsiUheRL4jI8vi5LxeRz4tIdfzvl1vv+5SI/BMR+fT4fb8jIjPjp/9o/G9FRBoi8lYR+c7xa/+ViJQA/KiIPCAi/1NEiiKyJSK/KCIZ6zN+SERWx8c/JyJvF5F3AvhhAH9lfOw/vcF5qUwkIj8qIv9FRP7z+FjPisiDIvKB8e/rqoh8rfXe7xKRF8avvSAif3PHsW/2dxEWkX8hIldEZGMsi0V3+StWOJJ2uOchIkEAvwHgdwDMAfg+AL8oIg9ZL/urAH4cQBLAn+x4/zsB/H0AXwPgJID/5RYfuQAgDWAJwHsB/FsRyY6fawL4dgAZAN8A4HtE5N2v4rT+LwBvAfBGAG8A8ASAHxk/94cA3jb+/qsBXLDW/NXj56+Hvw/gWwF8PYAUgP8DQEtEcgA+AeBfA8gD+AkAnxCRvPXevwrguzC6viEA/8D6PADIGGMSxpjPjH9+83hdcxhddwHwzwAcAvAIgGUAPwoA49/T9wL4MmNMEsBfBHDJGPNJAP8UwK+Mj/2Gm1wvG38JwH8CkAXwNIDfxogLlwD8YwA/Y712E8A3jq/HdwH4VyLy2Hhdt/q7+OcAHsTod3RyfPx/uMs1bsMY477c1z39BeCrAKwD8FmP/TKAHx1//xEAv7DjPR8B8GPj738OwD+znjsJwGCkhe587dsAeAAC1us3AbzlBmv7SQD/avz9sfFxAzd47SUAXzP+/mUAX289R+ICgLcD+LPx958E8N0APjv++Q8B/K83OP45AO+6zuPfBuBzOx77DIDvHH//KQA/Yj33twF88kbnBOA7AVy5xe/s3QCetq73JkZkGNzxuh8F8J9vcSz7uv0ogN+1nvtLABoA/OOfk+P1Zm5wrP8G4Ptv9XeB0abTBPCA9fxbAVy83b9fF0k73A84BOCqMWZoPXYZo8iGuHqr9+/ytQBQNJNJshaABACIyJtF5A9EpCAiVQB/C8DM9Q5yCxzC6ByIy+PHgBGBPigi8xhFcb8AYHksQTyBbQliJ5YxIv9bfRY/z75+69b3er43wcQ1FJE5EfnoWNKoAfjPGF8XY8x5AH8PI4LdHL/uEF49NqzvPQBbxpiB9TOw/fv6OhH5rIiURKSC0V0Gf183+7uYBRAD8AUZSWwVjDbM2dtdrCNph/sBaxiRlP33fgTAqvXzzdpBXgNw2Pp5+TWs5ZcAfBzAsjEmDeDfYxR13S7WABy1fj4yfgzGmBaALwD4fgDPGWO6AP4/jG7NXzbGbN3gmFcBPLCLz+LnrV7ntTtxo+u68/F/Nn7szxljUgD+OqzrYoz5JWPMV47XYTCSEm52/NeMscb/XwH8CwDzxpgMgN+01nWzv4stjAj/jDEmM/5KG2NutXm9Ao6kHe4HPInRrecPikhQRp7ZvwTgo7t8/8cAfJeMko8xvBpdcRtJACVjTFtEnsBIy301+GUAPyIis+MI+R9iFH0Sf4iRjkv9+VM7fr4efhbAPxGRUzLCnxvrzr+JUWT+V0UkICJ/BcBpAP9jF+ssABgCOHGL1yUxkh0qIrIE4P/kEyLykIj8hTFptjEiP0a+GwCO7diA7xRCAMIYnUNfRL4OwNdaz9/w72J81/YfMNKw58bnsSQif/F2F+FI2uGexziS/CYAX4dRhPPvAHy7MebFXb7/tzBKmv0BgPMYyQkA0HkVy/nbAP6xiNQx+k/9sVdxDAD4MQBPAfgzAM8C+OL4MeIPMSK+P7rBz9fDT4zX8zsAagA+DCBqjClilDz7AQBFAD8I4BtvEpErxlH9jwP49Pi2/y03eOn/DeAxAFWMkpS/Zj0XBvBBjH536xglG394/Nx/Gf9bFJEv3mo9twNjTB3A38XompQx2lA/bj1/q7+LHxo//tmxhPN7AOxk9a4gY0HbwcFhlxCRRwA8ByBs9qBAw+FgYq/+Llwk7eCwC4jIXxaR0NhK988B/IYjaIf9+LvYM5IWkXeOTefnReT9e/U5Dg77hL+JkTb5MkZ66Pfc3eU4TAn2/O9iT+QOGZXVvgTgHQBWAHwewLcaY87e8Q9zcHBwuIexV5H0EwDOG2MujJM2HwXwrj36LAcHB4d7FnvV2GQJk8buFYzKQBUi8j4A7wMAn8/3png8bj+HnRG+yLaVlM/5fL6J50UEgcDolPx+v76Hr+dxe70e+v3+xOfsfD0fN8YgFAqh2+0iGAxCRDAYDODz+SAi8Pl8GA6HMMboGvg+Ps/P4WM27PMcDocT52WvezgcYjAY6Pt3Hse+Bj6fTz/rZndKPJ9Op4NAIDCqbrI+ezgcot/vw+/3w+fzYTAYYDgcolAobBljbtuUfxAwMzNjjh07dreX4XDA8IUvfGHP/k/sFUlfz5w/wRbGmA8B+BAApNNp89hjjyEQCMDv96PT6SAYDMLv92MwGNkhO52OkkUgEEAgEECv14PfP2pYRhKZm5tDPB5HPp9HMBiEz+dDt9vV4xpjUCqVsLGxgVAopKRGkh4MBhgMBohEInp8Ei3fHw6HAQCDwQCBQADhcBipVAqDwUA3Ab/fj1QqhVAohH6/j263q++zyZQYDofodrsYDodot9tKkNwA+v0++v0+wuGwknYoFNLz4jUxxiAWi+n5dLvdic/hugHgwQcfRKlUQrlcRiKRgIggmUzC8zwMBgOUSiU0Gg0kEgkkEgkUCgUMBgP89E//9M7qs3sGx44dw1NPPXW3l+FwwCAie/Z/Yq9IegWT1TeHMa6Guh6MMQgGgwCgJOzz+RAMBhEIBDAYDJR0Wq2WkhxJ1e/3YzgcotFoIJvNotvtotfrQUTg9/thjEGr1dJIsNvtot/vw+fzKYG1Wi3EYjH0ej39zHA4jMFggFAohEQigU6ng/X1dYTDYY3Gh8OhbhA+nw+lUgm9Xg/pdBr1el03G2MMPM+DMQaRSAR+vx/NZhMiouc+HA41muZxeS0qlYpGulx7u91GIBBQYgeAeDwOzxtVtnY6HSSTSbTbbbTbbUQiEYRCIQwGA8Tjcb0LsO8+7Ag6EAjoRseNqt93hgYHh/3EXpH05wGcEpHjGJWOvgc3qawaDodKqrxFJ1n1ej10u10ll0gkouTS7XYRiUQQj8f1tn44HCKVSsHn801E2sYYJXRGt5RHOp0OIpEIBoPBBMEPBgMkk0mEQiGNoo8cOYJyuYxMJgMAKoP4fD7U63UkEgkl4mq1ikQioZ9FMLLmudbrdXS7XSVcO1LmNQgGg2i32/A8D4FAQDcgkuZgMEAsFkMgEEC73dYNpF6vo9fr6WczijbGoNPpKNGThP1+P4LBIEKhEJrNpm4WjPKvJ7M4ODjsHfaEpI0xfRH5XoxaAPoB/Jwx5vmbvadSqSCdTiMYDGIwGKDZbCrRiAja7bbKEv1+XyNZ3u53u114nodgMKgRp00sJCoSIL8nGXe7XRhjlLC4OTSbTZVIMpkMjDH6WsocvV5Po9R2u636cyKRQDgc1mi63++j0+lolD6+VkqMfr9fNxZqysPhEH6/H+12W0l7MBjoNeDmRUIGoJEvN6NoNIputwsAE1Fys9lEp9NBOBzWc6LMw+i82+3q8QFo1O/g4LA/2LOJCMaY38So5v+WEBFEIhH0+300m80JqQIYkU6z2UQ8Hledtd/vawQ9HA4RjUbRbrcRj8eRSCQ0MiXBeJ6HWCymx6W2a0fgnuchFAopaZHsGHECQKlU0s2ABCgiqNfrCIVCGrHbn2cnInm+PEduCsBIcun3+7pZ2JEtJRZKIO12WzV7ykWZTAaRSAQAVMPmdd1Jsj6fD/Pz87h8+bLKSvYdDc+b50pJZKe+7eDgsLeYirE1TIwxkUdy5q14IBBAIpFQoiSxtVotjTp7vR6SySRisZgSM2WRZrOp5DYcDlEsFjWyJLE2m01NAlIb5vfcGLa2ttDv95HL5dQZwfXbCUZKEO12G/V6HdFoFHSv2Do4o38SKzeITqejn9tsNlXqsCURyhY2eTJBSumm0WhoMpFEGwwGEYvFEI1GUSgUkEql9Pozuge29XFuRM1mE57nIZVK7enfgoODwySmgqQBqDbMyJMRJJNeJCMm4BhVJhIJlQl6vR46nQ4KhQLi8bgmyEimdE2k02kUi0UAo+QaCZxkb+u2vN0PhUKIxWKqQQNQmSQWiwHYJl1q5Z7nqczBTYMRLkne7/ejWq1qZM+Not/vq3tkMBjoudkaMjczbgxcO6PfRCKBRqMxkRDkNQiHw4jH4ygWiyr5MIlIvXp+fl7lGa6bkouDg8P+YCpI2nYnAJiw2AFQkuMtO5/vdrsaLTLC5O09JQU6ISKRiOq8TALaHmnKFLS8hcNhNBoNPV4gEIDneRgOhxrBUw+3SZhRKjeInRII189omlIP5Y1erzfxuUwykljtKD0UCiEQCOhjyWRSNWVuYnSR0M3BqHo4HKJSqUwkKgGons8If3FxEQBQLpfh8/lg+9kd7m0ce/8ncOmD33C3l3HfY2oERkaFjJg9z0Or1UKr1UK73dZEIjAiKBILiYw6LgAlTpJou93WSJSRbrfbRacz6ihouzo8z1M91v4s+rT9fr9G04yGA4GAuk7orODn87PtDYMbARN0lEC4cUQiEZRKJY2mB4OBHgcY6crRaFTJlu9vt9soFosa/fJf+zwA6HWka4bXiJ/PTandbiMWi8Hn86HRaCjZO9w/OPb+T9ztJdz3mBqSth0FJBTbv2vrpXw8FAqpFY9RMW/nWZBhJ/94LFrLSEh0ckSjUV1Hq9XSiJtyAKNXu2DFTvCFw2H1VgPbUTLXQO2ZSUfKLCR7e64ZyZEOFLo/eK1IwlyvLY/wyy7+CQaDKBaLKmkEg0HVvvkYpR2eU6FQQKPR0PXTkujg4LB/mAq5g9pvKBTSSBOYLOiwtWIAGlWSbDudDtLptBIu7WmURLrdrurTTDqSeEhodEPY8gsr8JhA4ybAz6Hlj9oxpQlG3TwHAKjX65qg46ZjJwS5+YiIShu00rVarYnnGdEzwubmQX1+Z7UiMNrcSqUScrkcPM/T9/Ias+y81+uh3W4jnU6rvr68vIyVlRUXSTs47DOmJpJmVEzSpBbb7/cnbsVt766tKbM0moUpvV4PW1tbGA6HryhWIQGT0EhW9XpdvcMkVkottAF2u11Uq1U0Gg0UCgVUq1VsbW2h0Whogo1SSrPZRLvd1u/D4fArEqDcGLhh2D0+KE+QKLlR0Y1i+635Wn4mNxFgW86hSyWbzepdQa/Xmyj0YRKS0TllmHQ6jdnZWb0jea0QkZ8TkU0Rec56LCcivysiXxr/m7We+8C47e05sUYQicibROTZ8XP/WsYXQkTCIvIr48efFJFjd2ThDg77jKkhaRKyXahBwiOx2vKFnVBjQqvVasHzPE3QMZIGtgtAGAXzXyb4mJhjtEw7G615lAVoibOPEY1G4Xme6sEkZro9mMjkObCEHcCEH5n6M90ctpOEpEwNmTo8HRd0jESjUU1McuOLRCKqoadSKS1/p35uSyf0SXc6HZTLZXS7XdRqNQwGA8zPz6NSqdypX/lHALxzx2PvB/D7xphTAH5//DNE5DRGVatnxu/5dzJqhwsAP41Ro65T4y8e870AysaYkwD+FbYHlzo4HChMDUkT1HntW3u745wthwDQSDuZTOptvTEGxWJRE4+MZOniiEajKmv0+311OfC9rVZLSRoYJSIbjQZ6vd5EBWEsFkMqlVISB6AkZ4xBo9FQkmakCkALUXhcRqc7I1iSrN3VrtVqadk2Qb2bGxejY14/as7Uzf1+P+bm5vTasXCHn83fA8vVe70erly58opr/1pgjPkjAKUdD78LwM+Pv/95AO+2Hv+oMaZjjLmI0dy4J0RkEUDKGPMZMzrhX9jxHh7rVwG8nVG2g8NBwtSRtB3x2u1Dmbyzb/mB7YZM0WgU1WpVe15QGqGEwkhxMBigXq+j1WopATJxZxOs3bOCmjPJMRKJqGZs+6y5Xtslwgi60WhoRSGLVHhedLCwuZPdu4TH2GlH5PkzoTkYDJBIJBCNRlXb550HKzmZHKW2v7GxoZG6rZ9T8qGeb294e8xz88aYawAw/ndu/Pj1Wt8ujb9WrvP4xHvMaJxRFUD+eh8qIu8TkadE5KlCoXCHTuVgw7k6pgdTR9LAdkmznSgk7A54RCaTQaPRUK25UqlodMhbeJIQnRu275pkS0Lm5zKitiUBRq1sZkQHBUFipOxhnwc3F+ruJEGeCxOklD/sY9KNwffZ14g9r4lwOIxYLIZ4PI5wOKyVjCR0Vl3aPaRpGeQ6arWauj86nQ5yuRyGwyFWV1fvyO/4NnGj1rc3a4l7y3a5+qAxHzLGPG6MeXx29p5sk/2a4Aj77mIqSfpGsInZLkYJBoOo1+tahGEXgbAxE5NnJJ6dvZztEmhKLbaeTWmiWCyqDBAOhzXCrNfrqt0yWqa2zjUw4ce1kWDpZ2bpNTeUarWKSqWCWq020ZmPUTc/h+fMBKvdl5rXAhh5z0+dOoVoNIqFhQXtO8JrYEfn7AvCOwbKSbwD2CNsjCUMjP/dHD9+o9a3K+Pvdz4+8R4RCQBI45XyisMu4Yj67uFAkbQNRtOMBhuNxoRealcRUvNlVEgS5GM2SdfrdcTjcX0/o+VIJKJVi/V6HcYYVKtVTaxR52bUzmibn0PtmR5kW66x12N7pQk7wubmQLscByRwY7HvAoBt/zlLxQuFgtrvKpWKSix+v18LVqiJM0F59OhRTY4ePXp0L3+tHwfwHePvvwPAf7cef8/YsXEcowTh58aSSF1E3jLWm799x3t4rG8G8D+NfVEdbghHyNOFqfBJ3y7sKJi34YTdqJ4yge2HtnteXO+4lEzo4OAxSVxsusSG/rbfmZ35ACj5sR8JI2Aey05gRqNRLc8eDAZotVrae4SRMd/HTYkFNXSjcH2UW+jqsC19rGSsVCqYm5vT/h08bigUQjwe18Qmi2iy2awmXg8dOnRHfoci8ssA3gZgRkRWAPwjAB8E8DEReS+AKwC+BQCMMc+LyMcAnAXQB/B3jDHUwr4HI6dIFMBvjb8A4MMA/pOInMcogn7PHVn4PQ5H0NOHA0HSJGU7+iXYg8KGPTmFRSqMMElkNuzezcCogKVQKOjjLBKJRCIavZI4I5EIUqkUotEoOp2OShOpVErtepFIBO12W7vJ0Z/Nfh4kSXsaDcF12RE3SZ7uD9rr7GvFknSSL6PnSCSCRCKho8ZoMeQx7QrLfr+PTCajfupisYiXXnrpjvxOjTHfeoOn3n6D1/84gB+/zuNPAXjddR5vY0zyDg4HGQeCpK9n+6JVj/ouSSyRSExMb7FnJdrR8U6QiGk5o9xhF3rUarWJkVaMqLvdrhI1O/NRZ6YmnUgkEAwGkcvlNEKmnp3P5yc0YZ4vx2zZJdtco02kfB390tSg7YEHvAugPp7JZNBsNlXeYYtXm+Tn5ua0E97W1haSySS2trb24lfs4OBwA9xSkxaRZRH5AxF5QUSeF5HvHz9+29Vhr2mhvskJ2tRkKU+QTG0LHKNfO0Jl3wz6hcfr1dt7DhDYqQtTt2ZSDoD29uDaKpUKOp2OataBQACxWAyJRGJiAAHXkUgkMDs7q1Gx7SxJJBJ6nrbsAozmGFKm6Pf72jSKPm6WpDNi54ZCxwkntcRiMYTDYXieh1KppNo9r8Phw4d1vqKIaFc/BweH/cNuIuk+gB8wxnxRRJIAviAivwvgOzGqDvugiLwfo+qwH9pRHXYIwO+JyIOWhnhD8Fb7erAjTQA6CKBSqWBmZgatVkt1YJ/PpwNYbRKl99rWiu1CFPs17B3NaNUmdLtghFV/1KhJwPxc9uGgBs1kHDXyUCikI8NIsEyK2qXiMp7+kslkVCrhhkKfNx0swWBQnSm2BxyAfrbP50OtVpvol2Jb+fL5PObm5nQDm5mZUX3c4d6E06OnE7eMpI0x14wxXxx/XwfwAkaFArdVHbabxdyIoAOBAOLxONLpNLLZLGZmZjRBd/r0aZw6dQqJRELtaNFoFIlEYmIobDQa1eb8JClb+7XX0Ol0NNrcWchiT2DhhkCSZlKOBMomTnRYkIhZUclNh8Ur3BAYPZPAs9ksfD4f8vn8RLTNY7CYhbIONWy6Osrlsq41Ho+rw4SyCbA9oYZkPTMzAxFRV0okEtmPYhYHB4cduC1Netyk5lEAT2JHdZiI2NVhn7XeZleB2cd6H0Y9F15BlrSEsV8yI8ZwOKxWOBaWMHqlrMHIkhNO6EPu9XoTPTpY1LEz0uZg13A4PBFh2olH/ksvNCNxEl2lUtFNoFKp6MgqlrXH43EdcMuhBfZxASAajaJWq2lEb0fyJHpKPSxPB6Djt+xzsDvzsWLS5/MhnU7r5sDNh9o+z73b7SKRSGhUn82qquXg4LAP2DVJi0gCwH8F8PeMMbWbRFS7qvQyxnwIwIcAIBqNTjyfTqfh9/uRTCZVJ52ZmdGp3OyjYTshaLWj44GSgD3hhckzkut4HRodsppwOByq/mq7HpiIYwTLzYTvTafTE1Ety9VJ9LTBAdCeHywV9zwPyWRS/dB2wUu9Xp8gUx6LlYQ8d/bDptxCqYKgdMK1Ub6gtAJAo3H+22631XZIGcjh/oSb1HJ3sCuSFpEgRgT9i8aYXxs/vCEii+MoejfVYbtbUCCAZDKpt9l0ZHieh0AggEajgUqlotEzNVg7UrUb3dOLzGOzMo+RMRNsnKdouyNo37OjbR6XDhBGmoz4KYnYfUC4kbAcnbIFCZXd6Sgn2Bo218LNx05gUhphEQ3Pe2c/63Q6rZsd171zw2KrVW4e/X4fm5ubMMZgdnZW7YTXk4gcHBz2DrtxdwhGhQEvGGN+wnrqtqrDdr2g8agmu0MbdVZ+Hw6HkcvlkEwmJ4pWSKAAVNNl9Ep5IplMIpVKIRwOq12P0TO1YsoJTOSRoG2pgBEsXRjRaBSpVArpdBqJREJ7Z9gNjNg6tVAooFwua8l3pVLB+vq6zk7k59J9AUD1cXuz4Hmyx3W329WybV4LJiIpxfA68W6DUTXPkxr31tYWVldXtbue53k4dOiQI+k7iGlJ1E3LOhyuj938j/sKAN8G4FkReWb82A/j1VWH3XpB4yRhs9lEMplEs9lUcmQCjs2NbH2Wk10Gg4FGzyQdkjyPw57Ntn+a/ubBYIB8Po9kMqlasN3Mn9Ezyc3WszlqKhwOI5lMwu/360QVrptEa7s57G51wHbDJ7sPCICJftPcVMx4eEA0GkWlUkGr1dJOeLwOvJOwOwqSmFmoEg6HcerUKU2chsNhLC4uYnV1VW17sVjsTvaTdnBw2AVuSdLGmD/B9XVm4Darw266kPEtdqfTQbFYxOzsrEaeyWQSiURCC0fsYbWFQmGiHzOJmM6JUCiEer2OWCymVXh8DYCJ2YJMMK6trSnBA9seac73I8FRsrCrAXkMW7smEbPjHcmSyctMJoNIJALP83TjYeKu1WrpOlhByLXv3Gzs50jelHDYXpW6vS2rUO7hxsip48PhELOzs1hZWVEJxVnw7k24aHp6MVX3riTfdruNQqGgP5fLZVy4cEGj21qtpokxEhP9vplMRhsb0YqWSqW0lwUbFBWLRSUq9qigz5r9M+is4PHobuCwXL7XjmwJu+jGdk3Y1Yp0mTA6ZfLPfj83Fyb92KuD5GqMQT6fRyqVQr/fV13b7svdaDTU/ZHNZic2LEbwJGfeATDyj8fjiEajKJVKLnF4D8KR8/RjakiamjGAifJsFmKw4q1Wq6mUwaiO0SyrCVutljolbD2Zz1ObtucL2gUtdEckEglUq1V0Oh1teNRsNicqABktU57g53BdhD0NhgRsV0QyEmYijwlRFunw/LgZsO0qy7nZBZAbF3uGsD0qZR32GmGClAnTVCo1UVYeDAa1L3c6ndaxXQ4ODvuLqSFpEo89nw+ANh9aXl5WzzETYolEQrVokh+J1x6wGovFlOAYqbJtqB3pJhIJjVKBUaOlTCaj47UoF2SzWa1YpDWPzZfsMVmUE4BRq1K7Dwg3CZ4Lk3gANNFnWwrZWImuDTvCpszDzYXJP54X/dgioonOnU3+7ePF43FtCuX3+7XvdKlU0vc7ODjsD6aCpEkmmUxmohcHceTIEdWsWazC6JIkRi9vKpVSYmYvD9vXzKKYZDKp0TMTeHYpdT6fRyAQwMLCAoBt/ZiDcZPJpE5uoWRg980geXONLP3mc9VqVROW1HsBqDsjHo+rj9n2ZNOtQXtet9vF7Ows4vG4roOSDv3PmUxGr0E2m9UInXcpc3NzE9ecwxNefPFFXLt2DY899piWhTt3h4PD/mIq/seRSFmsQpDAlpaWcP78eSWPnY367f4TlDJI6vRD03rGykPKEwA0Qvb5fMjlcgBG2m0oFEIgEMDRo0dRKpWUNEmE1G/b7bYSnl0pabs/SHC0tJH0ef50jMRiMW2ExOrEncU33CxoE2TPDjZdstuU8jOoZbOXBze1aDSqJfYAdOBBp9NBOp3G0aNHJ6a236gXt4ODw95gaiaz0H1ge50HgwFmZmZQKBQQiUQQj8eRTCY1Eg6Hw+pLJmHZhR50cfB49pgqu50nx1HZ2jJdEYxcM5mM2uuon7MAhF5mlk/bBN3pdCbsdK1WS3tI8zj0L+/0fNtN+xOJxIStjhsTZZZWq4VCoYBarYZarabtR9lbmz1MeG3Yb9semkAvNe8olpeX8dxzzyGRSGjS1kXSBx8uWXiwMBX/4ygJsLGQPUUlk8ngwoULSiTURBl183WMWFm9R3K1eyTTPZHP5zVCZTS9szVpu91WkiMRU4tmVEyy40QTWv1opaMbg+QXDoe1jwalGEbddKvYnfd4HZgYtGUeyhl232ueDzcQEj8AXavdwS+dTqsMw82tXq8jFArhwoULiEajWFpaQqfTQT6fx5EjR27Yj9vh4MGR9cHAVJA0sJ0sY8Kw3W5jYWEBlUpFo2FayvhaEhn1ZEaXjFAZkTJ5Ro241WqhXC4jnU4jmUxqdG27JexJ32z9SYdJPB7XftWpVArFYlGnsZDQbSK2u8lxerfdhY9EzEQisO2B5iQXJkPtnti259mezlIsFnH58mUYY7TwZ2FhAYcOHdJELD3Q3HAosbDa8+LFizDG4MyZM1hdXdXEouuCd7BBYnYEfXAwNSTNSI5Ip9OIx+Mol8vahJ99MRhxkjgYfRMkVnqLge3BtUymkdgbjYaWcXPmn93Pgr2pGfHSPUJyp85LSyDdECRhEjGjaa6BVjfqvyRpbjKUJpjgpG+Z4OtoT8zlcvD7/ahWq8hkMmqtY0HM1atXUalU9JrNzMzg3LlzKBQKulmxzD6RSOCbvumbMByOJpZHIhFUKhVUq1Wk0+l9+otwcHAApoikbT2aU0FWV1cBQPVjJg4ZNe7UdEly9Bvzcdu1QF2XZGvMaPo3P79cLsPzPAAjSaVWq2mPj1gshn6/j2q1quuiVmzfBbAxEyUcujfsTcIeKMuEoV3Gzp4jbMJELZnXgtNT+D0ALC0t4dChQ2g0GigWi/pavtfzPD1eLBbD5uYm2u02HnjgAT0OZxqynH0wGODatWt44IEHsLy8/Ir5kA4ODnuLqSBpW2MdDAbI5XJYXV3VZBf7S7CgA9h2OdCWR6mBBG13xLMLYljKDUC1Y0oLwEh6yGQyE55tarmMRBnRA1AJhsdgAtTulMd+HdyA7GIXe0PhOknqJGE+xjVTLuGaKafYMw25OdjEDkCHJ2QyGbz1rW+F3+/H1atXEQqF0G63US6X9Vzy+Tw8z0MsFkOj0VBSd7h/4dqV7j+mgqSB7eq8xcVFrSpkYQkJmj5g2vSYCCRh7mx6BEB1aJKhiCCdTmuUaJdPU7KgnOF5njpJaMcj4bJwhmunFGFXTtrDC7gmJu2oI9tyDI/NhCC1Y66NPaftHtZMOhpjsLKyglQqpZuDHfUyYhcRbUfa6/VQLpcxHA6xsLAAv9+vLWHtLnmzs7PwPA+1Wm3Pfv8Oewfqz45cDyamgqTtYpZIJKJJPJIiE4B2dEtvMIln51BZm7jt7m+2jY4EyMgzGAyqJk17H+UHu0817WvUydmDg8dnJGxH9rbUwTXytfbUF54bJQ9gu6cJu/QB0AiZGxb1dVZl0n7oeZ5aAXu9HnK5nI4aa7fbWF1dhc/nw9mzZ3Hs2DFNNJZKJQyHQ8zPz8PzPN0IHFEfXLhk4cHEVJA0AGQyGWSzWayurmoUyUiTkS4bHQFQOcDuKmdLADutd7Z+u3PSCr3EJEOSvN3UyC6gsSNZfnYymdRj22tjRaLtPLELXOx+1Twmj8/PYr8ROxqnnEJ3C73advtWrt/u6HfixAktaKlUKpq85NABFq4sLCwgFouh3W6r9zoWiyGTyezBb9/BweFGmCqSvnjxok5moQ7MCdt0f1APJjFRcqB1biep2RIFMOnyiMfjGp3bE7eByVmDvP3fGRET/AyCNrydZdR2EydbpuCGYff9oH69M8qmBMEEKICJKS/UoalJcz2DwQCzs7NIJBIqLVUqFYTDYdXZY7GYbjocSJBMJnHt2jUUCgU8+OCDmlR1OBhw0fPBx+3MOPQDeArAqjHmG0UkB+BXABwDcAnA/26MKY9f+wEA7wUwAPB3jTG/fdNFjF0VLE5ptVo4evQoisWiRnN20tAmSZYxU0seDAbodDrqrCBBUyZhJzi+n9G5XSloN9qnrGFHxXZ1IGUDRsA22dqN+fk9NXAWyfCcSK427CIVe0KNTfy2ewSASh2UQ+xqxjNnzmhEXy6XYYxBoVDA8ePHceTIEZVveAfDwpdEIoFGo6GVkg4HA46g7w3cTiT9/QBeAJAa//x+AL9vjPmgiLx//PMPichpAO8BcAbAIQC/JyIP3mw6C2/H2QpTRHDt2jVks1kMBgPMzc3BGIN4PK5N8CkVACOCSyQSEy4Km2RJqPYQ1xt1iwO2h7Habgsek1G17SLhZ9kbAmUMer+pjfM13EBsbziLWSjV2Fq73TNj5x3FznmN/J6JVWMMcrmcdgPsdDpYW1uD3+/H2972Ni1qIbGz+x0j8UAggGw2i2g0ilardRt/Mg53C46g7x3sdhDtYQDfgNG0lb8/fvhdAN42/v7nAXwKwA+NH/+oMaYD4KKInAfwBIDP3Oj4vV5PCzDY19ientLv99FsNuF5nhKS3dNZRLR1KCULu3pvfA4TpEd5gJ5pepFt0FJH8rKjZNulweOTiO3X7+yKB2zLEyRSWzsnQdtSBaUWPsYJMPRlcw02sdJSx5/z+bxeA9rslpaWkMlk0Gw29U7A3uR4h5JKpbC6ugoRwfz8/M3+VBymAI6g7y3sNpL+SQA/CCBpPTZvjLkGAGY0MXxu/PgSgM9ar1sZP3ZDMBpMpVITFYA+n09dE8lkEp1OR8ukeQtPsiaJkXxJ3MB2tR917Vqthlarpf5rO4pngQsj0E6nM+HsGJ/vBDl3Oh3VwtmbuVwuKznbjgzOWrRteVwXW67aGjoTe7bDhK9vtVoqTZBQuUa+3vM8ZLNZlXg6nY6W2rMNKzezarWq/aR5LSghsRGVg4PD/uKWJC0i3whg0xjzBRF52y6Oeb3mDuYVLxJ5H4D3AdDm/SxKYZP5YrGoDYpI0ACU0ABMNGMisdktOu0ycEoatM0Bk4RrEyoLXWyXBwAlXgAaDdtSBCsSuZEQ9ufbLVQ5MICyjB1tcz12AQ6PyZ4dfJzkbyc3mcCcn5/Xzy4UCkrw7XZbG1Y1Gg2117HNaalU0tauJ06cQKlUckTt4Apa9hm7nRb+TSLy9QAiAFIi8p8BbIjI4jiKXgSwOX79CoBl6/2HAaztPKgx5kMAPgQA+XzedLtdFAoF9eX2+32k0+mJpkpshE9dtNfrKUnxVt8Yow4ERreUM+gGocea07ttsiUBkwztx+yOeQSTgPzeBm193DQYkdpOE76X7hRbp6Y/3O4RzTUR1Ln5nN0AqdfraV9snuf6+jra7TaOHTuG+fl5/TyWivd6PUSjUe3bzYi81WqhWCxOuFocHBz2HruZFv4BAB8AgHEk/Q+MMX9dRP5fAN8B4IPjf//7+C0fB/BLIvITGCUOTwH43G4WQ+8viZWzCm2yIuEyKWdHmeP1qpZNCYO+YdtjTQeE3fvZ9hTbxSS0sNkJSNvPTPKmRkwt2l6brVlTerEHBnDtvA58nR3Fs5rQ3gzsuwfbh801ZzIZjazX19c1Wj5z5oxeo52by6FDh1RSabfbuunZdwYO0wmnR997eC0+6Q8C+JiIvBfAFQDfAgDGmOdF5GMAzgLoA/g7N3N2AFCfMqNKkip9wLSBJZNJFItFzMzMIJfLod1uq37a7/dRLBa1M52dTLNbhtKpQUImKe/0LdtDbG0Psh2x25ozC2J29tugvGEPM7AlEhIy7xb4mXY/EYJkadv/bLuf7WABRt7zmZkZfb5Wq6k18ROf+ATe/va3a2+UaDSKjY0N9Ho91Ov1CasiqxZPnDjhLHgODvuM2yJpY8ynMHJxwBhTBPD2G7zuxzFyguz2uMjlchgMBurjpT/a8zy9/TbjRvX9fh+rq6va34PWOCbGSHaMvO1bdEbo1IJpwbMHwTKBB2wTNF0kACZI1R4uwEpJRuiceUjCZWRPgud7dxIsE5b2nEL7s20HCL+YcKTHmyXgjMhLpRKq1aqO2Or3+7h27RqWl5f1zmBxcVE3rWazqfq1zzdq11qpVG7nz+VVQ0QuAahj5LPvG2MefzW+fBF5E4CPAIgC+E0A329srcrB4QBgKioOmWQjMVarVZRKJaRSKR2w2u12lWSazSZEBLVaTUmZ2i/J1B4EsLOcm9o0pRNGkrz1p4ZLOxo1bHt6DF0UjJzD4bA6Rmx3BiNeW1u2NwMAE3KH7TJh1EpSJr/Yn83Ep20JNMYglUrp9PNwOIzNzU0tprGHDZRKJYTDYXVx8K7Cnh1Jh8v58+f3jagB/HljzJb186vx5f80Rsnpz2JE0u8E8Fv7dQL7if2WOVzycP8wFSRNEiIhU8qwJ3HbhSzxeByDwUBJkVKGMQaNRkMb27Oqj3IDP4tTSDhBheXb7HRHIma1HsmZFYKUSzhKixEx+03bdkAe43oRs70mrgPYlkBCoZA2kbIte7T82f7rnY2dOO18MBigUqmg0WgAgN5FtNttRCIRnQ/JyTP8LEod1WoVlUoF0WgUjzzyiPb4vgu4LV/+OBpPGWM+AwAi8gsA3o17lKQd7l1MBUkDI1sddedarYZgMIhMJoNAIIB6va66NCWAer2OkydPToyqunDhAsRqAWo32we2+18A2y1D7X4a7GFhyyeMKhmNs8ybJdN2vw1+lt3z2nZicNqK3fDfLkUHtotuds4StFuHshMfX8/j8A4hlUohlUrp+RaLRY2K7bav3Djs1q98TafTwcbGBoDt/iWUWvYBBsDviIgB8DNjJ9Dt+vJ74+93Pv4K2HbQI0eO3MnzcHB4zZgKkibJtNttdDodRCIR1Go1VKtVTbi1Wi3VrDnz0LakkXD4xVt3eyq4/T2nldjTYBjR7mxlaifqbBnElgTsHs6MSClR8I6AujGPYScK+Xm8Fnaicicom9jr4+PGmImp5e12W6+jncikHz0Wi+kdiR2Rh0IhLC0tabFOvV6H3+/fr7LwrzDGrI2J+HdF5MWbvPZGvvxd+fWBSTvo448/fuA0a+fouLcxFSRt95jgbTeJh6RAyYNRHf3SkUhEb/tJks1mUwmHFYTAtj5MkmXpNKsY2+02otHoK5KFTBICkyXYHDhgt1Sll9sutmG1oj0dxm5Dys2Cn2WfD6N4YNJmx2np3BxI2BzzRateo9HQuw1uHIPBaPp4q9VCIpGYIHVgW+umxEKCD4VCOHz48J7/PRhj1sb/borIr2PUVuB2ffkr4+93Pu7gcKAwNSQNjMiBXelIptFoVCPo4XCIer2ueqqtN/v9flQqFbWRURaIxWLI5XI4efKkas6tVgvValWjc1YhciCs53kTjZF8Pp96oG1/NP+lhMFkpR1NU1u2XSCMwpnEo/bMCJvyBwmevUJ2ViXyszqdjtoVObmFPUQuX76s14qJVUoWzzzzDN7xjndowpStSrkR2XcfLKHf2d/kTkNE4gB8xpj6+PuvBfCPMfLf79qXb4wZiEhdRN4C4EkA3w7g3+zp4h0c9gBTQdLUce2BqSxNJvkwMrZHSoXDYVQqFfUqb25uolwu69xDYOQUuXbtGl566SUl6na7jWw2i9nZWSwvL6Ner6NUKqHf76PT6ajeTFKy/dCM3EVEo1Y2/LddEYyYgW05h95pe2Oxm0HxdSRy2+9tF5LEYjFNWvJxfi6LV/r9PgqFwkRHPvb62NraQjgcxld8xVdo1B0IBHQajr12W4IRESwv20HrnmAewK+PzzsA4JeMMZ8Ukc/j9n3534NtC95vwSUNHQ4gpoKkAUyQIXt3VCoVjaJJQrVaTf3HnU4HrVYLrVYL9Xpdp3hHo1Ekk0ntFkfiv3DhAmZnZ3H48GFEo1FsbW0hn8+j2WyqbgxAidqOKEmGdFZwzZ7nqaRAOYZJSTo42P7TTtKRZO0koJ0cpEuEx7F7XNsDbrl5AMDMzIxaAFutlloV7arCQqGARx55BE888QQSiYQ+bg9RoLZtSy6c2LLXTf+NMRcAvOE6j9+2L98Y8xSA193pNU4TnB5972MqSJrRJa1nJGwm2hhVk+iYYGREWavVUCgUlFji8bhWIs7OzqLf7+sIqG63q+/l7b3f70c8HlenRSgUQrPZVFcEI2xG/CRV29nh8/nQbDYn7H58DTDaOHinwM+0BxTwMQAT0aztfebdhC15MAFpWxMBYGtrS68bo2l+9utf/3rtW8KImecMjCob7TsJJj39fr8O3HW4+3AEfX9gKkgaGN2u00EQDAbh9/tRrVbVFtfpdJTEm82matQsfGHUR8dCKpVSvzSJ3hgzUXU3Nzen0ornea/o+xwOh+F53oSkQGfITk/1cDhENBrVtaVSKU288T2xWEyJ2p6fCGwPDGCkbTdzst0q9I1Tp7ZHY3Fz4FzC69kBY7EY1tbWkMlkNOHY6/Vw8eJFLCwsoN1ua9OodDqtHvFKpYJWq/UKa6DD3cE0ELQraNkfTAVJUz8Nh8NKcO12W7/m5+fRbDY16dftdnH48GGUy2XtMwGMyGl2dhbJZFIr9ur1OrrdrsoXtNlRPqGzg9Emo1I7YcZolv2t7YkrlBNYccgkHotlIpGInhc9yra+TAKm1s5o155RSJkjGo1OeLdt1wYTrCKCzc1N1aupKVPPDwaD+NznPoeZmRlkMhkMBgPUajX88R//MV7/+tfj+PHjukHQvkdZhnq8g4PD/mEqSHo4HCKdTqtLguObMpmMRp52bw/e9jcaDVSrVZw6dQqtVgvr6+sYDodoNpvo9Xra/rNUKqlzg/IFmwXZfmjqw6FQSLvvVatVbZ0aCAT0tt+WCgBoNWQkElFphOdBcvX7/RqZM/q2NwWbwBkp8/x9Ph/q9forbHis1IzH4wgEAnpNqIWzrN1u2HT8+HGEQiE0Gg34fD4kEgm8973v1c/vdDro9XoaVTOp2O12kc1m78rfiIPD/YqpIGmWJfd6PbWQDQYDnRper9fVsUGCYt8OYDQaKpFIYGVlBcViEQsLC5ibm8OJEydw6dIlbRREcs/lcqhUKmp78zwPoVBImzjZFYrpdBozMzMqCwBQcmS0fL0ybZJ5NBrVTcBeA3Vee5AsfeJM/NGSaKyWp9Tr6dgYDodIJpP63mKxqO4OWu96vZ5G3fV6HW984xt1bZ1OR6UPbhaUVvx+PxqNhmrdzBE43F1Mg9ThsH+YCpIGtgtN6vU64vE4IpEIisUi+v2+Tg+h/JFIJLR5/cLCArLZLBYWFtR58PDDD+P48ePI5/MIhUJ48cUXEQ6HVfaYm5vThBu9xvRe7yz6oLWOnm27qpDRvYyb9/N1tmWN5GcnBoFtb7h9fEbJnIbSbrf1+JFIBK1WCyICz/O0xSg1e24ajI6pw/Nzbd91LpfT1qqRSETXQHBTiUajuqEFg0GN1h0cHPYPU/E/jtY03uKzuRLblTK5xmTd5uYmQqEQHnnkEbXapdNp/OW//JcRjUbVSsaIN5vNotFooFQq4YknnsAb3/hGDIdDlMtlLXm+dOmSkp9td6N2TcmBkaQ9KYVSBqULm5xtPdvu/cxo2naE8PzoW+aQXOrWlCuSyaRG2ouLi3rdyuXyxGvtAQUk4mg0qtfTbhYFbPcN4d2BPaUllUpN9EFxcHDYH0wFSdsd7EjOANBsNvUW2/M81Go1eJ6HWCyGw4cPY25u1GPn5ZdfBgD1Q9vOCCYFS6US3vCGN+DLv/zLEYvFNBFGzTeRSODpp5/WUnO7qMTWqykdsMSbn7Uz4UjiZrc8e/I5I2YmDJmMpK/ZLmwhmXe7XSSToznALFtn/w0WqrAHBwtkGK3bidWZmZmJ6sOdPa0pt3AN9Xpdo3yWkzvcOdyuQ8JJHfcfdjWwTkQyIvKrIvKiiLwgIm8VkZyI/K6IfGn8b9Z6/QdE5LyInBORv7ibz2BE2+120Ww2ldw2NzexsrKio5+OHz+OJ554Ao888giWl5eRy+Xg9/tx8eJFLTqxK/kymQwef/xx5PN5PPjggxOJR5aM53I5LC0t4dixY6rH2tEl/cy2Bc4mNBI4tWPq10xW2lY9RrgsEAG2B+dGo1ElcxInj21PoOHGkM1mVX8ulUpoNpt6fB4rGAyq75mkzAGz1MO5+ZTLZV0PN5xOp4NEIoHhcKh2RQcHwm0ae4/dRtI/BeCTxphvFpEQgBiAH8btN2G/LnZ2lhsOh2g0Gmg2m0gmk/A8D57n4cyZMzh+/Lj6dxnhHTt2DI1GA5cuXdL3ZbNZbdnJJkLpdBrApA4MYMKexuSeXbTBKNP+TG4IjIjpKMnlcvqenck4krWdnGQS0Lbl2YUltBgyyqbkwqpM3j00m80J6cKuHORnGWMQi8WwurqKdDo9ER1ToqFublccUs/fpzalDteBI8P7F7eMpEUkBeCrAXwYAIwxXWNMBaNm6z8/ftnPY9RQHbCasBtjLgI4j1EXsxuC+jAtZixGGQwGKJfLqFQqSKVSWvZsD2pl8yPOPXzjG9+IRx55BNlsFplMRqPAYDCI1dVV9RhT96bNrV6vAxhFp/asQka9wHYrUEodto85mUwimUxqI6adPa13tjXlcXkO/JkRt61zMxIGoDIFN4Ner4dqtarVmNSSeWx+Nq2FALSBFF9DJ4pdSEPyZkKU18r5pB12wm0ge4vdyB0nABQA/EcReVpEfnbcnWyiCTsAuwn7Vev91222LiLvE5GnROQplmoPh0NsbW3p96w69DwPx44d0+iW7oN2u60aMUmK5dGzs7OYnZ3VY0YiEcTjcZU7Go0G6vU6arUatra2UCwW4XmeFqeQLMvlskoads9pu/qQpMrKSGCyLSqfbzQaE3o53SzNZlP7a9gVj7wuTOh1u120Wi3Voum0YMGJ3f1v54xGknS5XNZrYRfGkHxbrRZKpRIuX76Mbrerx7G79Dk47IQj6r3DbuSOAIDHAHyfMeZJEfkpjKSNG2FXzdaN1Wg9l8sZ3npHIhFcvnwZgUAAtVoNrVYLDz30kE5kYY9kW7PN5XKo1+vabIj2t83NTayvr2NrawuhUAjHjh1TIiQJsyScQwbYR5qRK6Ncyhwk153yADcVer7tpCGrEEnaAJRwGd0yMUiS5vHsfh60EDKxORwOtQkVtWdeE8/zVMKhn5t6Okdm8Zi06rGKkmsMhULaNdC26Dk4OOwfdkPSKwBWjDFPjn/+VYxI+nabsN8Q9CmTaNhXIxAI4NChQ4jH40pWjHRpV2NT/3w+j2vXrinJVioVrK6uolwuIxwO48iRI0o4ADT6JpHSfjcYDDAzM4N6vY5IJIJIJKIRK+UDkjATbsA2ibJ/NCPqneOu7KpJux2p3+/XYQUkeMoi1WpV+24sLCyou6Tf72NtbW2iFSqPZQ/gpdTC6eipVEo3Glu2SafTSsihUAiJRGIiyWnr2w77Bxel3t+4JUkbY9ZF5KqIPGSMOYdRu8iz469dN2G/2WeQWLrdLjY2NuDz+bC6uopQKKSaaK/XU3sco1r21eCtfDQaxcrKiiYF+/0+Hn74Yfh8PuTzeVSr1YmuccPhEBcuXEC9Xkc+n1fyy+fzuHjxojZLAjDhlY5EItqQiXa6ZrOpBSbUsLvdrnqSge3p4Ix4m82mujYo3wwGA32M9jv2iO50Okin0xrprq2tYXNzU2UgW+9mrxAW6TA5SX81pSERQavVwrPPPotGo6HndPToUczPz6uebU9Id9g/HCSCdg2X9ga7FRi/D8AvisifAXgjgH+KETm/Q0S+BOAd459hjHkeAJuwfxKTTdivC0bJoVAICwsLGh0z8mUyzI6Om80mPM9TLZdl5Ix2m80mHnjgAdVUKZUwKUa54dy5c3jmmWfQ6XQQj8dx/PhxPPTQQ9oRjqRXq9U0ocieHLYmTRJlQQnPx07k0WbIkWCsYOQ1YFWj7TzhnQGvDcm31WqhXC5rSTw3ORKvbferVCo61ouTbRgh93o9nDt3DpVKBeFwGM1mE8888wxardZEB0FG0M7hcWdgk++NiPggETRxENc87dhVaGSMeQbA49d56raasN8I/X4f2WwWzWYTmUxGe0lwWsrMzAxSqRTi8bj2p6jVajhy5IiSJQCdHEJyYuSczWaVdGzf89mzZ7G2tobZ2VnMz89jaWlJyYzSQCKRmCA1TjexZyc2Gg31INOjTTJj8QqrGDkejIlIduHjSC/2tWZUbs8vZDELW5GyDzWTgzw3OlW63S7K5bI6XJrNJlqtFpLJJKLRKFqtForFIqrVqkon9XodsVgMR48eBQD1R3Pz2Oum//czSHCXPvgNB5rsXER9ZzEVqXq6OEKhEFqtFhqNhmq68/PzyGQyakkLhUK4du0a/uiP/gjnz59XwrWb1FMbJqkzkcjkWLfbRa1Ww7lz5zS6ZrUjI3cmDG37GzvOMTpnJEovMd0S5XIZpVJJE3H2cF32H2GikscQESXCbreLRqOhw2IpX8RiMS3WsVutUvPm+geDAQqFAtbX19FsNpFKpXRTSCaT+IM/+AMUi0UYY7C6uorl5WU88sgj2r6UG6JdhQiMNiNH0nuD3UTWBwn3wjlMC6ZCZBQR1Go1AFDtkwksFqUwMVcsFvHiiy/C7/fj05/+NHw+H5aXl9X9wdtyyiAcHBCLxTSa7XQ6KBQK+pn1eh2bm5s4fvz4xDgqFqJQZ+bILgD6MyUWuwdHOBzWz6SNj1Eu12lXLFLC4PlTW7a74OXzedXZadsDoK1FeR0BaGOkarWqMpDP59OKwS984Qs4duwYTp8+jUwmg83NTb3eS0tLOHTokEbfdLbw+K7pv4PD/mIqSJrEHA6HUavVlIzi8bj22aDm+vzzz6NSqWj/6c9//vNIpVLIZDI6dmowGKi8kc/nJxrqU18uFAp6yx+LxbSSjxY+vp+EyV7Q1ItTqZRa9xjZUpqoVCoAgHK5rBNieF6M6ll5aG8cPDb7agNQX7Rtl9vc3JxYL+8i2FCJZfXpdFqJnpvN2tqayiT1el3X0Ww29VwXFxc1sUoHjJ2QdHDYDWz5xuHVYyrkDgCoVCpYX19XScHzPCSTSa2GGw6HuHr1Ki5duqSFHEwsvvjiizoVhc3pg8EgYrGY+pNJvpVKBefPn0ckEsHMzIwWuJRKpYliFfabJgaDAWKxGBKJBCKRiJZrMznYbrfRbDa1UX6j0VC9d2trS3VlFtAMBgMtVY/H48hkMlhYWND+1exJ0mq1kM/n9RpQw6Z8whaiLKaxe2twWEIymVSJp1KpoN1uY2NjQ6eLc5Pq9XoolUoTfnAW+NCBw0pHB4fd4mbSx+3IIverhDIVJE3y4Uio9fV1zMzMYGFhQavuGP0+8sgjSl7UR1dXV/HMM8+gUqloIyTKCc1mE7VaDY1GA9euXcOXvvQlZLNZ7aR3+vRpJVf6lOnbpv3PTgKSBDmtxHY+AFCLWzwe12ncLMPudDpaREIZg64T6tD26CpjjDo6WMa9sbExQbaMpO0htFzTcDjE7OwsAKh2TXmmVqvplHRq94lEAvPz81rSzmg+FovpXQR7ezs4vFqQbF8NQd+PRD0VJE3Xg+d5qNfrOHz4MB577DEsLi4ilUqh1+vh8uXLWF1d1cpCWsmo9zYaDayurmJ1dRXFYlGfZ7FKqVRCrVbTIpler4ejR4/iLW95Cx555BHUajV9PQCVDEiu9EizMpIJy3q9rjMOI5EIksmkRrnUchnN25ou24Ey4qcU0mw2degrI2z6unkOdkKS+rTtY2b3O/akth0idIHk83lUKhVcuXIFwHZfkuXl5QlXiV0KzmM6ONwudpLs9RKl9yMB7wZT8z+Ozf0PHTqEhYUF1Vw5i29jYwN+vx9bW1tKoHwN+zX3+33Mz89rEQwLV9iUKRwOo1QqIZPJ4PDhwwiFQigUCpifn8eVK1fQbDYxOzurHeBYVk1NmtPMqSuz3Sk1cDpDWDmZy+WU9PlvKBRS5wQb7HN8Fx0c1OHpmyaB0+/M49m2O0b4mUxGLXmcukIS57DccDiM5eVl1ekDgQBmZmZQKpW0+IbvA6COk1wu50ja4VVjN7LH9ex7O993v1n8piKSpj57+vRpHDp0SKvqeCtfqVS0IMTv9+P48eN6282oEQBWVlZw8eLFCdK0JYB6vY4HH3xQCYpVg8FgEMlkEo1GQ6UHHpueZVYakhiHw+HEBBgSOdui0lZI8vT7/YjH40qqTIZyM6Av2u6Cl8vltDNdqVTSlq2UWRjpAts9oHm+gUAAiURCbXq2bMTNYGtrCwAmBtxS36ZcxGpPAJqsdXDYDxx7/yfuqUKfV4upCIsCgQAeeughTaKxTzOteaurq5ifn8fCwoJKBgsLC+pO4Hgnn8+HlZUVtFotzMzMANguJslmszhz5gy63S7W19dVtmA0ubi4iM3NTaRSKeRyOSQSCRSLxQm3BUdmcf4gNWQSOasdKQuwxJvnwzJ2ep1JgLTgsW8HiZwuDE5Cp67M1qgEI2ceh5tWKpUCsD1Qt1qtolwu48iRI4jH42i1Wshms1hbW9O7Bm5+7NdBCYZSD6slHRz2CvdbpHwrTAVJ242D7Kq9er2Oc+fOaTELI7tqtYrZ2Vk89NBDqFQqWmRBrTUajaoTY25uDuFwGOVyGdeuXVMSZbRbLpdx6tQpXL58WSUIOkXs8m5qupQbeNvPZCeJ3J7swkibBMj3UJ8mcQNQeYYTxDl1hZsBe2wzSck7C3YOpKTDSBwYacgs0kkkElpxmM/ntVhmeXkZtVpNid9uJsUNpNVq6fWiJ9vBYS+xm0j5fiHzqSBpEgIwIsRarYbNzU1sbo4a67E8u16vI5PJYGlpCZFIBGtra7hw4QJOnDiBQ4cOoV6vo1QqaVOidruN1dVVXLx4EZFIBIcPH1b5IBQKIZvN4oEHHkCj0dAiDg6sLRaLSuiUJwBMuDHs9qWcxciEoR2RkpTZeIml56yi7HQ6E4Nro9GoRtEcTsCNgiTNLoBMaDK5SLJmspIET3+43+/H4cOHdQI5/enNZhPz8/MTZfbAdl8VlrNTXnFwcNgfTAVJDwYDbGxsQERQLBbR7XaRzWZ1Kna73VZHxqVLl7C4uIhr166hXq/j0KFD2t6UkSwjWGMMNjY2tGKPt+0Eq/AY0VIyuHLlilrlmDhkhEoyZqLSbqHKBB/Lv+0INxwOK/Hy9RwXZo/Q6vV6iEQiE82cuJZ2u61eaJu4bWKlVW5+fl7Pi6XtW1tbCIfDSKfT6Pf7Ok6MujgH+9pjuvj74VR2R9KvHfeTnurw2jEViUPP83DhwgWcO3cO6+vriEajKJVK2kM5Fotp0m52dhaVSkWbAOXzeSwuLmpTJsoitKu1221ks1n0+33EYrEJexnbovr9fmQyGU3IXbhwAVevXtWJKXbEyaiavabZp9n+ngk4ggRKcmXnPE7e5nvsKeDsbR2NRhEOh7Vohc2Z6Nzg59rd/hjZc/oMy+Dp4Y5EIpokZXvSXq+HaDSqiUdbH08kErrxuX7SDtOGe33Tm4pIOhwOIxqNKhE1m011SWxsbCAYDKqefPz4cQwGA6ytrSGdTuPhhx9Wd0in08H8/Dyy2SwqlQoqlQqWl5e1r7Ntp6Nbg6OoWJpNex8/h72iSYgAVJ6wB7+S6KgrsxCGkoQ9G5CkbM9RZNk7I/R+v69roS87HA7rwAPC/ny6UWjhY4ScSCSwuroKALpR1et1JV4mJG37HQtieG3ZstSVhTtME+51ggamhKR9Ph9mZ2fRbreRTCbRbrexuLiovTxINslkEpcvX9YRUNlsVu1ijIJZUl4ul5HL5dR9YZdS2xp4vV5XMur3+3j++efh9/s1qqQWTWcDJQRGrPRh9/t9bXYUDAYn2qeSPOnqYGKUx6XGTVufz+fTCJ4d8tjPhBsMZyiSNLlWe/YiW5ay414oFEI6nUYmk8GVK1cwOzsLz/OQTqcxOzurDhn798LWpvzZkbSDw/5iKkia5cucDN7v97G1taWVhXaU3O/3dfahPX6Kt/V2U6F8Po96vY5kMqkECUCbB9XrdaytramX+c/+7M9QKpUQj8eVxOkaYfRLgqQUwcf4vR1hR6PRCf0a2HaKANDSc7uBETVlvp7Nm+ziF0oQxhjV1Oke4WbAdqv0dLPjXiaTwXA4xCOPPILhcIhUKoVWq6Xr5wZDTZybD+8SbBnnIEBE3gngpwD4AfysMeaDd3M990PkdzdwLzs9poKkKRHMzMwgFouhWCwCGEWZx44dQyKRwJUrV/D8888jHo+rllur1TAcDpHJZFCr1bTjnd3kiPotNVsAGrmGQiFcvXoVzz77rBJ1MplUmcOe/8dEJCNbexQVo0s+zsGwJG170oodQafT6YnJ6J7n4cqVK9oYirq0vR42OqLVzz4vRtPc1Eiq165d0/fZMxI5Fb3b7WovER6HUg0wsvLRzXKQICJ+AP8Wo8lBKwA+LyIfN8acvbsrc9gL3KtEPRUkLSLY2trC4cOHkcvlcOTIEdV9Wahy5swZ7aXBhvokaDoY2O2N0W+n09G+yGy8BGyXOXuepySVSqUmJnUzqqQDo9vtagKPk8zp3OBcQG4eADQqZqN+Ei3nDTJRmMlkNFJmBE7Pcjqdnmh2VK1Wdc18jI4LbhYkV3bLi8Vi2hVQRLC0tDSxEQHbxS52W1i6OdgpkHbDAxZJPwHgvDHmAgCIyEcBvAuj0W77DhdF7z3uRaKWabBUiUgdwLm7vY67gBkAW3d7Ea8CR40xs3d7EbeCiHwzgHcaY757/PO3AXizMeZ7d7zufQDeN/7xIdz4b/Gg/r524l45D2B6zmXP/k9MRSQN4Jwx5nozFO9piMhT9+N57yOu5xd8RVRijPkQgA/d8mD3yO/rXjkP4N46lxvhYImMDg63hxUAy9bPhwGs3aW1ODi8KjiSdriX8XkAp0TkuIiEALwHwMfv8pocHG4L0yJ33PJW8x7F/Xre+wJjTF9EvhfAb2Nkwfs5Y8zzr+GQ98rv6145D+DeOpfrYioShw4ODg4O14eTOxwcHBymGI6kHRwcHKYYd52kReSdInJORM6LyPvv9nruJETkkog8KyLPiMhT48dyIvK7IvKl8b9Z6/UfGF+HcyLyF+/eyh1sHLS/URH5ORHZFJHnrMcO3N+diCyLyB+IyAsi8ryIfP/48QN3Lq8JbDR/N74wSua8DOAEgBCAPwVw+m6u6Q6f3yUAMzse+38AvH/8/fsB/PPx96fH5x8GcHx8Xfx3+xzu96+D+DcK4KsBPAbgOeuxA/d3B2ARwGPj75MAXhqv98Cdy2v5utuRtJbtGmO6AFi2ey/jXQB+fvz9zwN4t/X4R40xHWPMRQDnMbo+DncXB+5v1BjzRwBKOx4+cH93xphrxpgvjr+vA3gBwBIO4Lm8Ftxtkl4CcNX6eWX82L0CA+B3ROQL49JjAJg3xlwDRn+EAObGj9/r1+Kg4l75vRzovzsROQbgUQBP4oCfy+3ibvukd1W2e4DxFcaYNRGZA/C7IvLiTV57r1+Lg4p7/fcy9ecnIgkA/xXA3zPG1G4yHWjqz+XV4G5H0vd02a4xZm387yaAX8fo1mtDRBYBYPzv5vjl9/S1OMC4V34vB/LvTkSCGBH0Lxpjfm388IE8l1eLu03S92zZrojERSTJ7wF8LYDnMDq/7xi/7DsA/Pfx9x8H8B4RCYvIcQCnAHxuf1ftcB3cK3+jB+7vTkYh84cBvGCM+QnrqQN3Lq8JdztzCeDrMcravgzg/7rb67mD53UCo0zznwJ4nucGIA/g9wF8afxvznrP/zW+DucAfN3dPgf3pb+XA/U3CuCXAVwD0MMounzvQfy7A/CVGMkVfwbgmfHX1x/Ec3ktX64s3MHBwWGKcbflDgcHBweHm8CRtIODg8MUw5G0g4ODwxTDkbSDg4PDFMORtIODg8MUw5G0g4ODwxTDkbSDg4PDFMORtIODg8MUw5G0g4ODwxTDkbSDg4PDFMORtIODg8MUw5G0g4ODwxTDkbTDfQ0ROSIiDRHx3+213KsQkU+JyHePv/9rIvI7d/j4x0TEiMiuhpiMf98n7uQa9hJ3ezKLg8NdhTHmCoDE3V7H/QJjzC8C+MW7vIYD9ft2kbSDg4NCRnC8MEVwvwyHew4icklE/k8R+TMRaYrIh0VkXkR+S0TqIvJ7IpIdv3biVnl8a/5PROTT49f+jojM3OSzPiUiPyYi/9/4Nvo3RCQvIr8oIjUR+fx4iCpf/1MicnX83BdE5Kus535TRP6l9fOviMjP7fKcPyIi/1ZEPjFe95Mi8oD1/JeP11Id//vlO87hx0Xk0wBaAE6Mr8nfFpEvjY/3T0TkARH5zHjtHxtPqoGIZEXkf4hIQUTK4+8P32Cd3ykifzL+/gfH14xfPRH5yPi59Pj3dk1EVsfX2D9+zi8i/0JEtkTkAoBv2M01stZgROSkdd3+3fhvozH+vS+IyE+Oz+VFEXnUeu/7ReTl8TU5KyJ/2XrOLyL/cryuiyLyvTv+tm54TjfF3Z464L7c153+AnAJwGcBzGM0LXoTwBcxmjYdBvA/Afyj8WuPYTT9IzD++VMYTfZ4EEB0/PMHb/JZnwJwHsADANIAzmI0xeVrMJITfwHAf7Re/9cxmiwSAPADANYBRMbPLYzX+hcA/DUAFwAkd3nOHwFQwmiOZgAjSeGj4+dyAMoAvm383LeOf85b53AFwJnx88HxNfk4gNT48Q5GU1BOWOf5HeP35wH8bwBiAJIA/guA/7bjGn33+PvvBPAn11n/MkbzCL9+/PN/A/AzAOIYTQP/HIC/OX7ubwF4cfyeHIA/sH+Hu7hWBsBJ67ptAXgTgMj4b+MigG8H4AfwYwD+wHrvtwA4hFGA+1cANAEsWus6i9FsxSyA38Pk39YNz+mm673b/6Hcl/u6018YkfRfs37+rwB+2vr5+0giuD5J/4j12r8N4JM3+axPwRqpBeBfAvgt6+e/BOCZm7y/DOAN1s//K4CrY+L4yts4548A+Fnr568H8OL4+28D8Lkdr/8MgO+0zuEf73jeYDTtnj9/AcAP7TjPn7zBWt4IoLzjGt2QpDHaDPX4GG2uHQBR6zXfSrIcE+nfsp77Wrw2kv4PO/42XrB+fj2Ayk2O9QyAd1nr+pvWc1/Ddd3qnG725eQOh3sVG9b33nV+vlnyaN36vsXXisi/t27Nf/jVfJaI/ICIvDCWHSoYRaW2nPI/MIrgzhlj/uQma9z1ujGK/C7veO1ljO4yiKvXOd6uzktEYiLyMyJyWURqAP4IQGZXt/IjfBij8/3n45+PYhTNXxORyvg6/QxG0SfPx17vznO7XdzO7+/bReQZa12vw/bvb+e67O9vdU43hHN3ODjsEsaYv4XRLe2rwlh//iEAbwfwvDFmKCJlAGK97McBvADguIh8qzHml1/LmsdYw4gkbBwB8Enr59cy7PQHADwE4M3GmHUReSOApzF5XteFiLx//N6vtB6+ilHUOWOM6V/nbdcwkjqII69y3bcFETkK4D9g9Pv7jDFmICLPYPs8r2EkdRD2Gm91TjeEi6QdHPYPSQB9AAUAARH5hxhpvgAAEflqAN+FkR767QD+jYgsXe9At4nfBPCgiPxVEQmIyF8BcBqjqP1OIIlRxFkRkRyAf7SbN4nI1wH4uwDebYzx+Lgx5hqA3wHwL0UkJSK+cdLyfxm/5GMA/q6IHJZRAvj9d+g8boU4RptZYbz+78IokiY+BuD7RWRJRDIYbcgAdnVON4QjaQeH/cNvA/gtjBKLlwG0Mb4lFpEURknG7zXGrI6ljg8D+I8icsuI9GYwxhQBfCNGEW8RwA8C+EZjzNZrOa6Fn8RIV97CKGH7yZu+eht/BcAsgBcsGenfj5/7dgAhjBJxZQC/CmBx/Nx/wOha/ilGCeFfuwPncEsYY85ipMV/BiNJ5PUAPm295D9gRMR/htGdxG9itCkPxs/f7JxuCBkL2A4ODg4OdxDjO4V/b4zZKTXdFlwk7eDg4HAHICJREfn6saS0hJHs8+uv9bh7RtIi8k4ROSci58fJAQcHB4d7GQLg/8ZIyngaowTwP3zNB90LuWNsvXkJwDsArAD4PIBvHWs6Dg4ODg67xF5F0k8AOG+MuWCM6QL4KIB37dFnOTg4ONyz2Cuf9BImjdwrAN5sv0BE3gfgfePv3xSJROznJg5mjIHPt72fDIdDiMjEYz6fDyKCYDAIYwyCwaAey75bMMag1+uh2+1OPBcIBPRzjTEYDof6fSQSQbvdRigUgs/nQ7/fh9/v1zXw9SIycQwR0dfd6DXX+3fn8zxnromv4XH5r9/v12vBx+3z3nk9wuEwRASe5yEYDGI4HCIQCGil02AwQK/XQzAY1PMeDofY2traMsbM4h7EzMyMOXbs2N1ehsMBwxe+8IU9+z+xVyR9PcvQhK5ijPkQgA8BQDweN6dOnUIwGITf74fneQiFQggEAuj3R77vdruNQCAAn8+HYDCIYDCIbrcLn8+nRNjv97G0tIRUKoWFhQWEQiH4/X50Oh09LgBsbGzg6tWrSlJ+v19JncQUj8fR6XT0M30+H9rtNobDIaLRKACg3+8jGAwiEokgl8thMBjo+wOBALLZLMLhMPr9PtrtNmKxmJ4/j0nSHAwG6HQ6GAwGaLVaGA6H6PV6E2TZ6/UQjUYhIhgOhwiHwwgEAkqygcDo15lIJHTd7XZbNzN+Fq/pG9/4RmxubmJrawupVAoigkwmg2aziX6/j83NTVQqFaTTaaTTaaytrWE4HOLDH/7wa63wmlocO3YMTz311N1ehsMBg4js2f+JvSLpFUxW2xzGqOrphiBJ+v1+JVeSECM8n8+HWq2mUSTJiiRUr9fR6/XQbreVwBnBtlotjQTb7bYSKaPNRqOBZDKJTqeDYDCIfr+PaDSKwWCASCSCVCqFdruNlZUVRKNRdDodJVGfz4fhcAi/349isYh2u42ZmRlUKhXdbIbDIer1OowxiMfj+pkignA4rGTMaJvH4yZULBb1sxjJt1otBINBJXERQTKZRKPRUILmutvtNqLRKMLhMAaDAVKplK6b5M4omscLhUL6u+D150bn4OCwP9grkv48gFMichzAKoD3APirN3rxYDBQUgUwcVvf6/XQ6XQQDofR7XYRj8c1wu50OojFYkgmk0oug8EAuVxOI2gSIo/r9/sRiUTQ6/WUAElgjHg7nQ58Ph96vR6y2SxCoRC63S6MMTh58iQ2NzcxMzMDn8+HVqulEXm5XEYqlUIikUA8HkexWEQ6nUa321UipNzS6XQ0sq1UKmi32yo5iIhuDgA0ou/1emg2m3rHwceAUVSfTCYRDAbRarXQ6/UwHA5Rq9XQ6XT0GjCKHgwGaLfbSvSM6gOBAMLhMCKRCGq1mpJ4q9XCYDB4hRTl4OCwt9gTkjbG9EXkezGqCvID+DljzPM3e0+xWEQ2m0U8Hkez2USz2USv18NgMIDP50Oz2dRIjyTHaJiRYrPZRCQS0ei62+1OyCXAKFocDEYFQJQ6Op0O2u02jDGqO3e7XbTbbdRqNRhjsLW1hXw+D2MMOp0OKpUKYrEY8vk8ut0uYrEYIpEIms0mgNGGkMlkEA6HEQwGleg9z0Ov10MkEpmIZCnhkJB5DoPBQEkyHA7rsVutFrrdLiKRCPr9PgaDAcrlMoBtKSUSiejGRqK2o+RarQbP8xCJRNDpdOB5HmKxmMounufpXQlh5w4cHBz2HnvWYMkY85sYlUXeEiKCeDyOfr+Per2uST3KEZQ50uk0REQJOpVKaQSdSCTQbDaRSqWQyWQ0MmV03Wq1kEgk9LjUdknYg8EAjUYDkUgE0Wh0QgNvt9vwPA/5fB4bGxtoNBoIh8MYDoeIx+MQEVQqFX1sOByqfLIzCcjzoTwRCoX0NfV6XSWZQCCg0TIjW0b/AOB5nt5RMLmZz+cRjUZ1k+n1eojFYkriwHayMBAI4MiRI3jppZdU0jDGTNzRMNKu1+t6J2Anax0cHPYeU9EFj+SQSCQmEoHtdlvliXQ6rdEuI89Go6HRdbfbRSaTUbK3+7HW63X4fD6EQiEMBgOsr69rZE1ibbVaSt5MrsXjcd0EPM/D2toaut0uFhcXJyQCWzMnqQMjIi2Xy0gkEkgmkwBGJMc1kwRjsZgSLc+bpFqv1/V13W4XoVAI/X5f7xBCoZBuANxYmNisVCrqdqG+HwwGkUgkEIvFsLKygkwmo3cn1MYBTCQrE4kEqtUqms0mcrnc/v1hODg4TE9ZOF0KjUZDb7FJWFtbW0p8w+EQzWYTtVpNnQuBQADdblffe+3aNZUwGPlRP261WsjlciqRVKtV1YxJVvwsRuC1Wg2RSATJZBLxeByhUAgA9LWMRNvttq7B5/OhXq9jOByi2+0q6fZ6PdWJKbdsbW2h2WyqPBOJRFTaYLTc6/XQarVQLpdVH2f0y2QiZZhCoYBut4tsNquaNSP8VqsFz/MQjUYxMzOjCViSPvXuXq+HI0eOaPKUa+C6HO5dHHv/J+72EhwsTEUkPRwO4XmeJtKozzL5ZUeOAFQK6Pf7E2RtjEEsFlNi6nQ6iEQiGkH2+30lftt3zAiSUgOPU6vVEIvFlMRpTavVaggEArqxdLtd1ZBTqRRisZg6KCKRiEbjzWZTvdzcPPx+vyZDSZbValVlCmrjg8FA1zIcDvXcqGMPh0Nks1lEo1F9D62FtVoNyWRSfdS8oygWi5oM5HmT9FutFqLRKI4cOQKfz4fNzU34/X6kUik4ODjsH6aCpIHtAgxa8ZrNpka2JBAm4TzPU/+xXZjB97bbbfT7fU0qep6n0SajXybHIpGI3trzc+PxuEbTrVZLo2R6idvtNnK5HILBoFromIAkuQ0GAwSDQTSbzQknBj+PmwZJ0e/364aUSCSwsbGBZDI5oanbn2dvVLx+zWYT9XpddWdeO55HNBpV/zWvUyQSQaPRmJB3aPHzPA+pVArNZhPVahXD4VBlGwcHh/3B1MgdvV4P/X5fJQk7cRgIBNRVYBM5Pb8kVADqhybxUDe23R31eh2DwUAJqdvtotPpqP95MBigVqtpUYmIqDOD66CzxE6oRaNRTfDxfbFYTNfAYhbqykwchsNhdXoAUMKkFEFdnro3j+95HjqdzoT9kNEzSZw/h8NhrK+vYzgc6md6nqdJRW5oLNDx+/1YW1tDpVLRHAEtiQ4ODvuHqYikmfij08FOXjHhR/Ik7LJtEhbtcIwQqdNSd7YTk41GQyNRkhorDW3iz2Qy6jtOpVLqF6bmTW8zI2MmN+0CEBalcB3RaBTRaFTlElYMcvPhpsTz57FtJwg3B0owoVBI10GLIq8Ni26CwSA2NzcxPz+PRqOhJM+18vO63S6azSay2Sza7Tbi8ThOnTqFl19+2ckdDg77jKmIpEkgjAZJmNRiPc9TvbTZbKqmTBKioyIYDGr5db/fx/r6uhIub/XppyaRktS73S6q1Sqq1epEVR0ThyKi+ne5XEa1WsXa2hpKpRLW1tZQq9U0wcakZL1e10RdtVpFJBJRNwYToCRtnjMlD9vqxiifbgtjDGq1mvqk7Z4gtVpNj8vz4KbCO4qZmRk0m00tELIlDlsm4WPD4RD5fB6HDh26YxWHIvJzIrIpIs9Zj+VE5HdF5Evjf7PWcx8Yt709JyJ/0Xr8TSLy7Pi5f80pJiISFpFfGT/+pIgcuyMLd3DYZ0wFSQPQSJm33/T5ep6nEghv5xntMWEWCASQTCZRrVbRaDTQaDQwHA61SIMkRHJn8o3/JhIJ1adZTNPr9TTiZrRMGYXRKteZTCbRbDaxvr4+sV66PehvZtTLSkAAusHQCcLS8G63q3cXdIr0+32Ew2HdVHhevGsIhUKIxWIqdcRiMfVyU+LI5/NIJpN6bZmU5TFtV02hUEC73UaxWES/38fy8jIKhcKd+pV/BMA7dzz2fgC/b4w5BeD3xz9DRE5jVLV6Zvyefyfbk6h/GqNGXafGXzzmewGUjTEnAfwrAJxE7bBLOJfHdGBqSBqARrfUUW1N1r7Nt50ItKZls9kJB8jGxgZqtZpa4qrVqpItfcIkw0KhMCGfMFqnxa3T6WjkGg6H1XLHwhm/369SjN0zhN5iRsB2UpS9N1j1x/faJfKUMLguEUGj0UAoFJrQ6P1+v5a1s9CH7hU6RkKhkDaD8vv9WFpamrAtUu7gpubz+VAul/V4L730kl6PO/S7/iMApR0PvwvAz4+//3kA77Ye/6gxpmOMuQjgPIAnRGQRQMoY8xkzWtgv7HgPj/WrAN7OKNvB4SBhakia/38YTZN87A5ulC5sVwc121gshnK5jMFgoAUqnudpBGxb5SqViiYPRWSiiMRuysQol26MUCiEaDSqJeCUSmjx42ZClwcTnyTjer2uGnC9Xp9o7sT12XIIAN20WNbNOw2eP5OtdF4kk0l1f9jSEaUXau4iop0AeR15V8KqT+r56+vraDQaE2veI8yb0VRlTleeGz9+vda3S+Ovles8PvEeY0wfQBVA/nofKiLvE5GnROSpO3incCDhoufpw1QkDgmbeOwmS8ROguDPMzMzqsUC0OIX9oFmBEx5gN3oGJ3aZei2Jkxtl/5ivi4ajaotz6485NpJwoPBQJN9TFKSPKmfM3EJQNuvMnq1LXGUOdgDhNeLhMsCG7uVKqN7kj692sPhEOvr61qNSPmI0XkoFEKpVNJNrtPp4PDhwzDG4OWXX75Dv+3bwo1a396sJe4t2+Xqg1bb3Mcff9xNZnaYKkwVSRM7G9bvfI7/8nXBYBDlcnmifSd1VgBqW2NzIxIbj2VvCLFYDOFwWBOXjOC5cdjFLpFIRMm4Wq2qPswonMk6NluitY9kyDVQ7uDmYBebMBnIznz0TNuuEbpPPM/TqJuWOlYP+v1+NJtNvPWtb0U8HseRI0dw8eLFiXXwevD11OkrlQoymQy63S7q9foe/MYVGyKyaIy5NpYyNseP36j17cr4+52P2+9ZEZEAgDReKa847ALH3v8JXPrgN9ztZdy3mDq5YzePsUcGpQ4A2q3O1rGB7WpGAOoUYQk4wSiTJdtsxMQ+IawKZF8PJtJYol2pVJBMJrXaj0m7ZDKpG0ClUlGrne2JplRibz7cCHj+jMJp+7N7bLCwhzIJdflGo6F6OiPoUCiEa9euodFooNVqoVQqodvtqv2vWq2iVqtNFLP0ej089NBD2sDq4Ycffu2/7Bvj4wC+Y/z9dwD479bj7xk7No5jlCD83FgSqYvIW8Z687fveA+P9c0A/qe5U4L6PYgbyRxO/rj7mJpI+nr/f+zHSJokLv47Pz8/odEGAoGJ3hqsBrRJkR7jnRARLd1mJzwAEyXlLPOuVquqUQPbfmV2vqMUwnJ3uigot7BzXywWQyKR0OPbTY0IFs6wrzawLWXE43H1O/NzeL5MjvK6xeNxbGxsoFgsYmlpCeFwWJ0eTComk0mt0GR149zcHGq1Gvx+P+7UaCkR+WUAbwMwIyIrAP4RgA8C+JiIvBfAFQDfAgDGmOdF5GMAzgLoA/g7xhia5r8HI6dIFMBvjb8A4MMA/pOInMcogn7PHVm4g8M+Y2pIGrh+5Lzz8Z3E3e/3USqVNIIGoL2aedve6XRUrmB5uH08exoKAB0VRXKjbhuPx1U26HQ6StLsg23b1TKZDGq1GsLhMKLRqJZl12o1TU6yiT9JmNNoSJB2MpWNpOglZ5TPAhaSN+8g2GuEz7FHdzweRzqdRq/Xw9LSEur1+kSfFF5XFsHMzMyolXFzcxNf/OIX78jv2hjzrTd46u03eP2PA/jx6zz+FIDXXefxNsYk77A7uKh5OjFVJH0j2BE0CZPJMmrP1GjZqY7RpF1yHQ6HdWQVicjeAEjo9iQURqyBQAClUkntgZQgyuUyPM9DLpdDMplEIBBQwubaWL0XDocxOzurJEvHxMLCghapANuDdmOxmH6eXUG4Mzrn61iSzt4c9jnx+WazCZ/Ph5mZGTQaDZ1hGI/H1c9NSWlpaQmHDx/WzoKpVArr6+v7+Jt3cHC4pSYtIssi8gci8oKIPC8i3z9+/Larw14tdkbYtkXOrkZksQuJ0efzKYFxXh8dFLSp8fj2VO9EIjGRSAO2W33Sy2zG/aDtGYGFQgGe56FSqWhDKNtLTQsg7XyZTAaHDh1SacJ2a6RSKdXK7dak7LSXSqW0YRR93Xb1IrVuEjSrLT3PU4kkHo9r8pOFK/Y1fuCBB3S+ooggnU67ySwODvuM3SQO+wB+wBjzCIC3APg74wqwV1MddlPYRSo2+JitrwYCAaTTafT7fSwuLiIej2sikQRIeYDkRu2Vj/M4lAgAqE2OerE9IJfJyk6no8TIaJbEzPdyY+EYK0b5wHYfatrlcrkcQqEQstks8vk8stmsTmThXQCn09gecLYvTaVSSsSUYXitOAiXoPQTCAS0VJ1VimY8eCAWi2F+fh6nT5/WqHpxcVGJ3uHegZM4ph+3lDvGGXQWGNRF5AWMCgXehVHiBxhVdn0KwA/Bqg4DcHGcuHkCwGdu9VnUanfKEZw2woZFbLgkInjssceQTCbx/PPPo1AooNFoYHFxccI1EYvFNAlWKpUmiN7Wp7kGz/OQSCS0ZweJnxKHTfAcOEDyikQimJubU0LL5/M6KqvX62kPDtvhwSidkTM3jXg8jm63i9nZWZRKJczPz+tgALvQh6PBaB0EMDH70fM8pNNpGGOQTqe1yIZOFEb9lHeGwyEWFxe1KZTnechms7h27Zobn+XgsM+4LU163KTmUQBPYkd1mIjY1WGftd5mV4HZx3ofRj0XJv7jMxr2+XzaipSl3IzyYrGYVvQxSuVsv3g8rr2l7aZK9ngoepl5bJIifcH9fl9nIDLBR4mD5MiNhBowN4HhcIitrS3dJAqFAkKhkOrVrAysVqswxuiIK25QfE0ikUC5XEYymUSn05nokMckIot3EokEstmsRu0ctWUX3fA8I5EIEokE/H4/stmsnjMrG3ls+qTb7fZE6fvc3BwcHBz2D7smaRFJAPivAP6eMaZ2k/LgXVV62VVegUDAWI+rVJHNZtXjvLi4qFO5q9WqRox2b2mSFAmVZdas0CPxs8IOwARJU8MeDAbqe2bkvFNqYdWgbe3L5XLaz5pkR281JRz+nM/nEQgEtAFTo9FANptVLzQJstfrqZRiSxkAdGguo/xEIqE2PbsPyvj3p8lJJiOpq9uvsyUi9kXhNWUjK4f7D66g5e5hVyQtIkGMCPoXjTG/Nn74dqvDdvM5Ss5sPET7F+1k1WpVo9NYLKbTQ6hJ25FgKBRCPB7XZvu0mnEgABOGlFCYfAOgbhFa02xiDoVCE/a+dDqt1jhGpZRj+LkA1B+9sLAwsYlQj240GgCgyTkO1QWg2rLdJY96eCKR0NakbPnKa8CxWmzhSlLmkAKSNxtIZbNZPb/V1VUMBgMsLS2hVqtp4tXBwWH/sBt3h2BUGPCCMeYnrKduqzpsN4thpMqqN+qp9DgzsozFYpibm5u4DSfZ0S9MB4eI6O29z+dDLpdDLpdDJBLReYRsOkQC5uxAygXUcBm5MiJngtJOAObzeaRSKaTTadWJge1G/t1uF9euXUOhUEChUECpVEKhUMCVK1fUs2wnGlksQxcLI16SJZOQxWIR7XZbW6DyOCRrSjy8TiR6yjLc3ICRxn3t2jVcuHBBN4BGo4Hjx4/fsBDIwSXhHPYGu/kf9xUAvg3AsyLyzPixH8arqw67Iaj/BoNBJJNJ1Ot1ZDIZVKtVhMNhjQJZOUfZgqRjT2Nh9Eyt277N52uYqGMbT/qbGelmMhntcMcRWyyh5uMkQBJmuVxGIBBQx0UwGFTiZcTL0WCDwUAJn71B7KpDbk5MMrIIh3Y8RsuDwQCNRgPxeBzFYhH1el37iiQSCR3pxTXa5fQsnul0OojFYjh58iSA7SEDx44dw8svv6yJ1EQigc3Nzev/Ah0cHPYEu3F3/AmurzMDt1kddjPQOdFut7G+vo7Dhw9rtVwul0MqlVINlQm6RqOBarWqzgpGzyyHJomztwaTaIyImfyjvY9yx8WLFyeaDvH5TCYDANqIH4AWvtDC1mg0VDKxtWFOAQegn8sJMblcDtlsVgmc08M5vcUeJkudG4ASuy3FUNrhWqh501JIYrZL3Clv1Ot1pNNpZDIZlVq+6qu+CufPn1ftnufmcLDhov6Dg6m4d6UXl9Feq9XC6uqq3pZvbm6i3+8jl8tNTK5mFBuNRrVHx+zsrBajMIGXy+V0QglbclIz5vtoSWPU22w21VlB2WIwGGBmZkaLZagdMyqnLGI/ZjtF2MiIEg2bFhWLRRSLRXWnANvecFZPMvrnXQYA3RgWFhaQzWZVb2c1IvX0Wq2GXC4HYNTWNZFI6HxFEm82m0Umk1EJye5PzenlwWBwoqeIw8GEI+iDhakgaWCbqJnMa7fb2p6TfZzj8Ti2trZeYS3j6xgRNhoNZDKZiRLySCSiM/38fj8ymYz6lnf6pRmJp1Ip1XpZ4ceWpMB2BzsAKk/Q/seiFyKZTKpzhFWH7K5HNwf13k6no0lFDgpgcQvlGbpAKNHQAcLNIBKJaKRsj96iXY/WwVAohFarhXw+r9ePn7G1tYVOp6Ma/p2ab+jg4LB7TA1JsyiEOi8TZLydP3XqFDY3N1VfDQQCSKVS6HQ6mhRjMowFI9RuE4mEuh44z5AN9G0LXTqdVsIEgFwuh1qthmKxOOHcoE/b1ry5cbDQBIAOxGVRCD3XgUBA+0vTRcJzB7Z943bCj7o1r08qlVI9mzIPI2ASM4/BaTQsKed15efQBcMInxsKx3ylUimICDY3N5FOp/fjz8HBwWGMqSBpEtXs7Kz2QbY70506dUplCEobdtMgDp0dDofI5XJKxiwyIfmRjOLxODKZjEbEtm0OGGnJCwsLCAQCOHLkCERkYkoJbXcsDef6mYBkFR8Jm1PCGUEPh0MUi0UlVrvKkO4MavBsrMTXctILNeNqtYpDhw4peTJCtgtUotGo+qLn5uYQCoXQaDT0LoVTV+jl5lSaL37xi7h8+TK++qu/WsvCnQXv/oXzSt8dTAVJ8xa93W5rUszup3HixAk8++yzOnmFhMIxU0zkkdhZ+syJ4wDU49vr9ZBMJtXOR/sck3/z8/MAgNnZWZUuHnroIWxsbExMMbcr8ZjwszcOjsXiebCaMBaLaRm53VCJw2fpAGGSkMUjjJAZVbNfNTvfeZ6HZDKpETLvJChzUFZh0jAajarEwg3BLhv3PA/5fB4PPfQQer2eSjD278Vh+kH92ZHrwcXUNGKIxWIaJTNJRzvc2toaotEokskkMpmMepzpTc5kMupvJpFSV00kEjoEgO4N6rzA9nRwTjBhxSCnktBfPTMzo84K2tiq1apa6UQEmUxGrXKcdt5qtbQZEhv+c3YisG095EbDEVwkYEa3yWQSkUhE7YWsMuR6ms0m1tbWUKlUUC6XkUql1Gdt9xXh+XGz4dAEErcZj/MyxuDUqVN48skn1fFBicjhYMIlDA8mpiKSZvQ5GAwmurT5/X7MzMzgueeeU/2WmioHtfKWnhFeOBxGJpPR23JbSmCkOjc3p8chQdnTXYDtpkWUUaLRKObm5jSSpzebxTWpVEqtfpzuAmCioIWDcZk85HrtHiJ2Zz2S/XA4RL1eV1sedXFKOba0wvOpVCrqJQegPm9uVJSG2JObo8UqlQpCoRDOnj2LeDyOEydOwPM8zM/P49SpU86Cd0DhCPrgYipIGsCERY3DVZeXl7G5uYl4PK5kQjKiLs2oltY6EjaHApDU7H7TrVYLGxsb2haUZdHtdlvHSZHUKAmwgIW9nJvNJtLpNLLZLDY3N9Fut7VhEUmXFrxIJKLTzFloYlcyUoahNMH3MfJmBE+LIK8FLYR0tlDKuHbtGs6dOwdge7Du8vIyjh07pu1aB4MBDh8+PDG5nEMIut0uXnjhBQyHQzzxxBO4cOGC+sxdFzwHh/3F1JA0B8EyAs1ms0ilUigUCojH4xrN0lJH//LOQhFqtiQyOxnGIhKWQLfbbZ1MwhJxzijs9/uo1WoIBoNIpVITUgoTj4w+KW1QkyahMdHHznu0yFHW4B2DnZRkEjIWi+nxqEXbzY3sHtnAaNYjp8fMzMzofEXOYzx//jy2trbUI33o0CE8/fTTWFlZwczMjHqkKdt813d9FwaDAUqlEmKxGLa2tlAsFpHP5/f5L8PB4f7G1JA0HRB0IZw8eRKXLl0CACUiFmgwmmQUzZ4UtLeRNOmKYCEII3AWtXAaSqVSUQdEoVDQSkCOx0qn06qJ7+xKR42cswztCkNG8iRjYNvJwmgW2O7rYbtCOD6L76WGbGvZlEwo55w4cQLHjh1DtVrFxsaGXjdKSIySWZRy9epVeJ6HxcVFXRsTpmxo1e/3cfnyZbzuda/DyZMnX9F/28HBYW8xFSTNFqEknmw2i4sXL8IYo70n7GndwPYILUoUtNTRomaTIqUREje/pw2NUS0wakw0MzOjBSSMVjudDkqlkvYNsYtLmIzjvEGSNhOPwPaUcvYnAaCEaU9foeuD+jIA1YyB0VRy2vF4TdiUiro9SZmd9rhJAaME5MzMDPL5PN75znciEAjg/PnzCIfDaLVa2Nzc1CTn/Pw8ms0mEokEqtUqVldXtVOfg4PD/mAqSBqAui2OHj2KSqWiBSMA1PpF7ZmEzh7K1KDtQhhKC7Tlkbx9Ph/y+bw6Myiz0OJGAqcPmtPA2VEO2HZkkDi5UZBcKdmQmOnE4HlybZRCgO2pNCw+sd0WLKRhz2k7EWpb815++WVks1mNvu3htfbAglwup7MeScpHjhzR/tZMVvK6Ly0tafm6w/SCPmbnZ763MBUkzSRaPp9HPB5HvV5XHzAlCia3+HrayBjR0hpGOYGEStK09Wh76godJdSxqSdHIhHk83mVK2yZwo5UQ6GQEjo3CZKkXfzBdditRu0OeFyb/RiACXJlW9ThcKiJRjZUYpvSra0ttSOyDN3v96ulcGFhAel0GiKCdrutzaSeeuopPPTQQ0ilUggEAtjc3IQxRgmaG1KpVNq/PwyHVw1H1PcOpoKkOalkfn4e58+fV5cHI03e7icSiYkybhKH7TigDmu/jtEpMKnl0q4Wi8VUmiBZUm4YDAbat4Nyws7htAC0gZFdVWgXqdiuE24gbMpkT0/ha2n94+ABfg7lDPYhoQ5PPzQlIWr0fA8j9tOnT+vmVygU9P3JZFKHIbTbbRw5ckQLa0qlko7ympmZueO/fwcHhxtjKkgaGFX4nT17Vvs6Uwe2+2SwzShlBFurthv3cyYh7W12s3w7ok6lUnpLTznElgaAkYbLXiGMdO1mUAA0arbbnpKo+fn0YjPStlugApjozQGMKiT5GAmWo8Ds5kwAVKbhZ7E0nJ/B47B8nAnIQqGAaDSqBT+JREI3g62tLZRKJWSzWVy5cgVra2t4wxve4DTpKYMtcTjcm7idGYd+AE8BWDXGfKOI5AD8CoBjAC4B+N+NMeXxaz8A4L0ABgD+rjHmt2927FAohM3NTXVYtFotnDp1ChsbG4jH4/A8b6KNp024qVRqok80yYmWNzYJorwQCoVU7gCgcoEtfzACBTDxfavVUvmFCUdge6IMiZlkzE2DZMxue0yI8nluDlw7NxIASv4scrGJH8CEc4XXkteBWjv901/2ZV+ma9/a2gIArK6u4vTp03jwwQfVDcM+2Cx8YaEOI22H6YIj6HsbtxNJfz+AFwCkxj+/H8DvG2M+KCLvH//8QyJyGsB7AJwBcAjA74nIgzebzsIEmOd5GqVevnwZc3Nz6Pf7WFpagjFGb8l3RrvsOcH+GIyKAWhUzSjVfh8/k75pWz6x5YrBYKDkZs8QZETLz7KHvDLypgRh6822v5l3ApR1SPR2QQ6wPS4LGG0WbOBvSzk8fwBaKEOb4dzcHJLJpFZKXrx4EYFAAO9+97v1+lI+Yd8QHjcUCmF+fh7JZFIbQDncn3Ba9/5jt4NoDwP4Boymrfz98cPvAvC28fc/D+BTAH5o/PhHjTEdABdF5DyAJwB85kbH73a7mJmZQSgU0n85aJaOjlqtNhHJ0S/MCNkmQ5KyTWxM2tmESGmF1j0mJoHtpv07o1Lbt8yoF9hOWNoN90nm3BxsMr1eW1ZG2jwHShe2JEJ9mVO87Z7ZJFZGxK1WSzebhYUF3Sjo6Dhx4gRmZmZQq9UmRmrt7OudzWbx8ssvQ0Rw+PDh3fzJODg43CHsNpL+SQA/CCBpPTZvjLkGAGY0MXxu/PgSgM9ar1sZPzYBEXkfgPcBUD05l8uhUqkglUppZRz16Fwuh1arpVWAkUhEI93x8bRqj70y7MZCrA7sdruoVCqo1Wo6GJYeZUaew+FwwjVB4iLpk5wZOTPypOTBWYCMirmx0EvNxB7JmWujDELiBaAJTRI+ibbT6ej8RADaapWvIaE3m03Mzs6qxON5HorFImKxGI4cOQJge8xXsVhEr9fTtqcc0sukabPZ3OWfi8New0W09w9uSdIi8o0ANo0xXxCRt+3imNebh2he8YAxHwLwIQCYnZ017XZbp4bE43H4fD7VpKlT1+t1jZopTdhjtPSkxhElicp2VwCj2/e5uTmNUEmI1IUBTExfoe7L6JJ6sB3N2/JKsVhUhwrJnOTJtVHaoY3O1rHH133C/mevhz077E2KXmrbBcL+28vLy/r46uoq2u22duMjIddqNa2k9DxP19lut5FOp3HmzBkUCgU3ncXBYZ+x22nh3yQiXw8gAiAlIv8ZwIaILI6j6EUAHCO9AmDZev9hAGs3+4B+v49Op4O1tTX15fZ6PeRyOZUNfD6f9q6gLsq+zoxKKVGwCIb2NY6iYpMiRoXJZFKLNkjmBAnWJuWd9j5ge7K2/TzBKJhWQkoYtkQSj8chIkgkEppUZGGP3QPb5/MpQdrr5CZA0t95XWdmZlQW6Xa7uHLlCjzPwyOPPIIjR45ogpDyUrfbRSKRUGnJjsjX19ddP2kHh33GbqaFfwDABwBgHEn/A2PMXxeR/xfAdwD44Pjf/z5+y8cB/JKI/ARGicNTAD53q8+hVGD3OuasQk484XO0p3U6HSVZa70aZVLuYFN/Rqn0IdNNwSjX7pjHCJbWOb6XES8LZhix2iXrlCaoKdPmx42E+jSJ147kuX4ex56Ykslk9Jz5ertFK10hJPZms6m+ZiZjy+WyOj0AaJGL7So5evSokner1VKZw66QdHBw2B+8Fp/0BwF8TETeC+AKgG8BAGPM8yLyMQBnAfQB/J2bOTsAqDQQjUY1WcdRVwC0kVEoFMLGxgYWFxcxOzur00hEBL1eD+vr69qwnwk2kjsJiJY0dpwjeduEaJdEk2Qpp5DMgW0phDoz9W0SOgmNxEmnhl0RaRM01wNs9+vgZjEcDrVP9U7PNROZ9ppYIMQxYMPhEKVSSfX5X/iFX8A3f/M3aytTNlzqdruoVqsIh8Naft9sNuHz+XD69Ol9seCJyCUAdYwsnH1jzOOvxvIpIm8C8BEAUQC/CeD7zT2wyzjL3f2F2yJpY8ynMHJxwBhTBPD2G7zuxzFyguwKw+EQc3NzE8NeectNu1mj0UAsFkM+n0e328WlS5cQjUZ1dBWdCZw5CEBbi9q36IzQB4OBFspQ22UEyo0CgDo/7Ikkfr//FXo0SZONlehntomczZPomSYhc622nY6+b2Bbh+aXXYFIGYXJVxbxtNttzM/P62a1sbGBcrmssx/7/T4uXbqEkydPqkPm2LFjKplUq1Wsra1p4jSTyex3744/b4zZsn5+NZbPn8YoOf1ZjEj6nQB+az9PwsHhtWIqKg6DwaDervt8PhSLRayvryOfz2ufiU6ng2KxiHQ6rZp0qVRSLZbROEmT0aXtsOBztq2OlYucAbjTusdI2/M8jULZxpPN/ZnIa7Va2p7UjojthOHOaJlky+iXEg31YQA6cIAEbrtMeExG8Uw+5nI5pNNptFotRKNRrK6uauTN97M1K/t8UFNnQQ9/J7zrePbZZ1EoFPb0b+EmuC3L5zgaTxljPgMAIvILAN6NA0zS0xRBO3fJ/mEqSJoJNjY34pgqNr1n1Vu9XsdwOEQqlUKv10OhUJjQYofDIarVqtr3OJqKPagZQXY6nQlCZaMk9suw23tyA2E0bM9gZLN+e4I3z8Vuf8o18pjU1O0KRa4DgB6PEordP5s2OrtxFIka2O7TsbCwoIMPtra2dCgC7yI8z0M8HtfBs/SZc6NjsUyxWMTKygoSiQQee+wxXLx4cT/+JAyA3xERA+Bnxk6g27V89sbf73zcweFAYSpImrfnHHhaLpe1sCUQCKBSqah/l37fSqWC17/+9Vpe3e/3cfbsWQDbCS67cg/YjorpoLBnDRpjdKYhLXskY+rDdi8MlkyTjO1KRg6S5WN2CTqLWEimZtxf2nZm2BWJdt8PyhzUym2S5uf2ej1ks1lks1ktg9/Y2NAe1Nz4uNZ+v682PHvaS6vVwtraml4X23+9D/gKY8zamIh/V0RevMlrb2T53JUVFJj07NM77uAwLZgKkqZ1rtlswvM8xGIxlMtlbbsZCoW0HLzRaGjjfVrSbAIhOTOKvV5PDpIsC1QYUfOLrU9ZVGI7OEi87DJHDb3b7WohCmUUasx2S1V+ht26lJ9jz0WkvGHr1jwnukfsYwFQLZxTy3lNt7a2JibB0N6YSCSQSCRQr9d1bZRLotEojh49Cp9vNG+yUqnA7/fvS1m4MWZt/O+miPw6RhWrt2v5XBl/v/Px632eevYff/zxA59YdLi3MBUkbTdPsvt30J/LqSOpVArJZFLtbfV6HbFYbILQBoMB6vW6JuI4HxHYJjmScywWQ7PZRKlU0s9KJBJq89uZFLQJMRgMIh6Pa68QYER+JOqd/TSoGzNiptzBiJ5RLCNrPmYPJGCykY9zDqJdvBOLxfQcer0eqtXqRLEMybtaraJer+t8R342ZRk2qaKGTp/1yZMn9/RvQUTiAHzGmPr4+68F8I8xsnbu2vJpjBmISF1E3gLgSQDfDuDf7OniHRz2AFNB0nZ5NMmaUSYTWoyUy+WyOj7o3iB5bW1tqY2MDZASiQTm5+fxute9Trvs1et1FItFnflHNwcrGZvNpibwSIp2n4ydTY/YJpRygj0kwHae8BzYcpTOEWrCO6sn7XarJGu7lwcTne12W69bLpdTN0i/38dLL72k15B6Mx0tn/70p/Et3/ItepxEIqEbJCN6SjLsX233N9kjzAP49fFmFgDwS8aYT4rI53H7ls/vwbYF77dwQJOGLkl3f2MqSJrE53ke+v0+ms2mzvLjhHASFmUIRnpbW1tafLKysoLNzU30+32t5CsWi7h8+TKeeeYZvOENb0AoFEKr1cLs7CyWlpbw4IMPolwuY3NzE51OB91uF61WS6sZOSGGMgaJnhtILBZDNpvViJueaUojAHS9bHjEZCCLd+yhtSRHDoPd2Q0PGBXneJ6nmxrXFolEtHil2+1idXV1YoOo1WoIh8NYX19HJBLBO9/5Th2uy/MlwXPttgwkIjh16tSe/i0YYy4AeMN1Hr9ty6cx5ikAr7vTa3Rw2E9MBUkDI5mDBMzeHYVCQduEdjodRCIRVCoVbfzPHhT1eh2VSgXlchkAkEgkdDAto8RWq4XnnnsOhw4dwsmTJxGLxXDt2jXMz8+jVqtpAQz7Vez0W5MkeTy6LOr1Omq1GqLRKFKplFr5eCy7+s9u3MTKQVoFKWl0Oh3Vu+2koG3Xo8RBCYLvzefz2iyp0WiofkxCB0a9Ox5//HF8zdd8jQ4AYJTNIQp2tG5PKqcrxsHBYf8wFSRNlwUtZnQgkDTo7aXlrdVqod1uI5VKwfM8lEolrK2tKbEkEgmtRKRuSxInATNpRs01nU4rGUciEdTrdWxsbChhshsfpQqu2x4KW61W0ev11GIHYGJNJDtbG26329qrmnq13ZiJ18V2q9jjsOw+HuxFYozBtWvX0Gw2VVvn4Fmfz4e3vvWtOjjX7hldr9cBjGx63W4XnU5n4nfBuweH/cG0yxzTvr57BVNB0sDo9pzVgeFwGIFAAKVSCclkUm/vKSMwGdbv91EqlXRoKvtDJ5NJ5PN5tY6x6xxLo7e2ttDpdLC8vKzSCkkYmOyhQdkF2HZPsB2qPVV7OBwiHo9rC9RcLqeNn9hnJJlMTkxYATAxAotea8o3BDcqu580E5F87tChQyrLcC7hzrFgnGV48eJF5PN5vTadTgdnz57F8vKy9vLgIF7KMIVCQRtfOew9pqlwxeHuYipIutfrYXV1FdFodMLS5nkePM/D0tIS6vU6PM9Do9FAp9PBzMyMljoz0dZut7G4uIhMJoNoNIper4dyuawRIZNpJDxGj4w07QiXTgwSNCNmjtBiNM0mSbFYDLVaTaN0z/P0fNhulWug7gu8crYhP5dNjwDoa1nsw/XRIx4IBLSLns/nw8rKirpEbJse7Ya/93u/p/1P+v0+yuUyfuM3fgNvfvObcebMGSXpVquFYrGox2J+wGFv4QjawcZUkPRwOEQ+n9ckHSvq2Kej3+9jdnYWw+FQmzAxoi6Xy/hzf+7PoVar4fLly+ql7vV6evu/ubmJVqulSb1er4fTp0/r7T97XgSDQe2ZkclkEA6HUSwWtUqPmjkTflw7MGqfymiaNsJWq4W5uTklZr/fr72aWf1IWaPf7yuR0tHBzYXrrFQqE5sJdetkMqkDc2u1mvqiqTXTnsc1nz59GuFwWL3P6XQaP/IjP6Kfz89sNpsq6Xieh06ng9nZ2bv2d+LgcD9iKkiaeqltE+v1epr8K5fL6PV6ahELBAIol8tazDI3N4dUKoWXX34Z6+vrOHr0KJaWlnDmzBm88MILuHr1qjY3EhHMz8+jUCjoY2zexEnY9rSXfD6PxcVFTeoxWRcIBNBsNhGJRCY66rFwhu1R6dOm/ky7Hy1vjOoZqfMzms0m+v2+asckarvtKb3k2WxW17exsaEEzikz3Jz6/T4qlQq+6qu+SqPqdruNmZmZiR4ilGN4nZPJpA4QsHtpOzg4XXrvMRUkDWw3zOf4rFgshvX1dY2IAah2nMlkcOXKFbRaLRw+fBgzMzM4duwYGo0GRASPPvooTp8+jYWFBYTDYTz99NOaQOx2u1haWlJrG73RjUZDSdMuYiHBsuDGnp4yOzurOjGbL9lJvp0VhSRxAPq9bXej39uWTBgt25sI+26wnSu1+na7jUqlouRtDwmwGzDNzs5qtz5bE+c6uHHE43HMzc3ppJlUKjVRAelw5+GkDoedmIr/cayUo9bL5krJZBKtVguJRALAdk+MlZUVhMNhPPbYY8jlchgOh8jlcvgbf+NvIB6Pa48MFsHMzs6iWq1iY2MD73jHO/CVX/mVKoN4nodKpYIXX3xRI2pGxtSG6fCg/gtgwm1izx4k8ZKc+TNLy5mss73L3BhYmk1tmZqznSAUEWSzWa2qPHLkiMonhUJB38/CF+rf/Hzb1cK7FrvFsoggGo1qb5JEIoFms4lsNjuhpTs4OOwPpoKkGU1Wq1V0Oh0lZfqPeftfqVRQr9eRTCZx/Phxnd33p3/6pwCgVjnb/sbodHNzE1/+5V+Or/u6r0MsFpsYp9XtdpFOp/HHf/zHqNVq2s3O7lRnSzLsTmfryfw8O/ImAe4cscWOdixioUe7Wq3qetmH2o74WTTDcVfZbFathkyqsmMfdXEW/QCjpOehQ4d0s7BL37lulqlzw6hWq3ouLLl3cHDYP+yKpEUkA+BnMareMgD+DwDncJuTMm4GRrSMRjOZDNrtNorF4kRBxRvf+EacOnUKuVwOyWQS9XodoVAIL7zwAl7/+tdro31GubOzs/gLf+EvoFwu49FHH53oTseeFeydXCgU8Nxzz72iyo5juxiR7uxQRzugPbHbdm2QkO0JMTa5c03U3HkHwCRlp9NBOp1WEuW65ubm9NgbGxtK0nYlIis4qUH7/X5sbm5icXFxos/1cDhEsVhEKpXSBCnJPpPJaLMmNzF8b+C0XYcbYbeR9E8B+KQx5ptFJAQgBuCHcfuTMq4Lara2E4ENgLLZLBqNBhqNBt7ylrfg4YcfRi6Xm2j+89BDD6lkUavVUK1WMTc3py07M5kMUqkUcrmc3q7btjf22WAibTAYqCQAYCL5xtFXJGiSOK2Bs7OzqgGTfNl1jwlRvhfYHqXFikb2ka7X6xMViJyUzs9jpztOmqnVahOaNwfu2om+4XCIZDKJCxcuIJvN6npqtdpEL2n+TngnQv3a9nc73DkcdB3abTB7i1uStIikAHw1gO8EAGNMF0BXRG5rUgaAz9zoM1gswaRgMplEJBJBuVzG+vo6PM/D4uIi5ufntek+o1Em7ZaWlhAOh/GGN7wB165dQ7vdRiaTQSKRQLFYRCgUwsWLFzE/P6+WO1tWqFQqAEbJwI2NDfUEs0yaEe74GmgESiJOpVLodrs6OICyAwC1sCUSCSVebkjUeW3ypr4t47FenG1ITZ4OFWAkn5RKJZ3AYjtTeMfQ7XZhjFHJhY2l6BSJRqMqvZCcuVFSbmq323qX4ODgsH/YTWXCCQAFAP9RRJ4WkZ8dt5CcmJQBwJ6UcdV6/3UnYojI+0TkKRF5is197GQebWmlUgmNRgMPP/yw6q+MEFutlhIjtWi2ND106BCWlpYwHA5x7do1xONxpFIp7W1RqVS0VHx9fR3r6+val4KNntrttjZwIoFRxmCk2ul0tNSbnfT4OkboLGJh2TiwPXiWOjsjeLtUu9Pp6MQUrqvRaCCbzU60aC2VSmrTY2RuT5kJhULa+2RzcxOJRAKpVGqiDzXJt9FoYH19HS+99BI6nQ5isZgeG9gu6nG4MW4nMj7oUbSNe+lcpgm7CYsCAB4D8H3GmCdF5KcwkjZuhF1NxLAbrWcyGcOIMhaL4dy5cwgGgygWi2g2m3j00Ud1cjV7JDPZFQwGMT8/j2q1OuFsGA6HWFlZweXLl7G2toZQKISHHnpInyfRtlot7SldLBY1UrfLn0m4O+cU8l9uHNTD7QZInU5HLXP2fEPP87S3BiPVTCajBM9z4/FJ9mxLSiLf2tpSTd0uurF16FarpclDTrhhUQyvAXumMPoGoFPbuWnZLhAHB4f9wW5IegXAijHmyfHPv4oRSd/upIwbgsmtaDSqVW5LS0taiswEH7A9aotkysh4fn4ely9f1p4ahUIBFy9e1EGrDz74oEbc3Az4We12W+WC4XCIhYUFVCoVxGIx9UYD224RtvSk7xrYLsgBRq1EO50OAExMEAegBTBMCrJniN/vV1udTfDsT8K+G0ePHlV3Sa/X05mDbK9KbdmeAsMWq7FYTDcDEr89EiuXy2k71UgkglQqpRNtKMe4snCHm8Hp03cetyRpY8y6iFwVkYeMMecw6ul7dvy160kZN/sMRpie52FlZQU+nw8XL15EJBJRrzATZHYfCrvpfjgcRjwex8svv6zuh16vh0cffRR+vx/z8/MoFosTfubhcIizZ8+iVqthYWFBqwfn5uZw9uxZ1Ot1lQ04DYXTXtjrORgMqt+ZREgN2I56qW8D28NgORmFGjC9ydyUWErOikDP87SpvzEGFy9exMrKClKplF5HyjCUXthXhHJMs9nUaN2WOD7zmc9o2XkwGMRDDz2Ew4cPa59pVlk6XB+v5lb/XpUHHFHfWew2LPo+AL8oIn8G4I0A/ilG5PwOEfkSgHeMf4Yx5nkAnJTxSUxOyrgu6AWORqM4fPiwJqvC4TBarZb2jSgUCrhw4QI2NzdRq9W06IWe5lwup0m9er2OM2fOaLKMJEsrHHtRP/PMM/iTP/kTtFotpFIpvO51r8Ojjz6Ko0ePanQ6GAxQKpXUQ0yCJhHTntdut7WghIk+z/M0SceKQNrYSJ7A9pSXRCIxMXqLdwbhcBjLy8vaW7ter2NrawsLCwvIZDIqXfCzadXjtHCWl1cqFe1j0uv10O128fTTT2Nra0ubRH36059GvV7XZk6sXAQwIQM53BrXI+J7lZwd9ga7Co2MMc8AePw6T93WpIwbodfrYXZ2FrVaDcvLy5idndUClH6/j8XFRfVFdzodrK+vo1wu49SpUwgEAkrEIoKTJ09iMBhgcXFRZxfOzc2pRY0Rtud5eOqpp3D58mUcOnQIR48exbFjx7QpE6PldDo9QWrUkZlQM8agVqupxmtPW+G52R3w6PBg/41arQa/349Go4GtrS2NiiORyCtmDGazWQDQVqR0uTA5SG18c3OkPHHToM+5VquhXq8jk8no+a2vr6NYLKLX6+HSpUsolUpIJBJ48MEH1eLH2Y/coBxuH4wu7xeCdtH0ncNU3L/6/X6Uy2XE43FUKhV0u10lwaWlJS3a4O32pUuX8PTTT+Nrv/Zr8frXv14r9uz2n4FAAKlUCsViUX8m6XS7XZRKJXzxi1/UkutyuYyFhYUJ7zQ76tml3nSYsNiDUghlERaW0JNsF7j4/X4lORK5PRqMUTS1bibyWCKeTCY1kmblY6FQ0D7VjPRJ1HS/nDhxQguCstksfu3Xfg3f9m3fhlgshosXL+LkyZMQEbz00ksaPXMIAhtDJRIJVKvV/ZhxeE/ARdAjOLJ+7ZgKkvb5fCgWiwBGrodgMKj689zcHDKZjEaj6+vrePrppxEIBPDJT34Sfr8fJ0+e1KiTBNput9Hr9VAsFnVSCxNrnudhbW1NvdGVSgUrKys4ffq0Ei2w3es5FApp8QsTfdSnc7mc6sskXdrjOI2lUCholMt1UnIBoMQLQKsSacmjTLGwsKAyRqVS0WZL4XBY5Qieu90YiYUv7GjXbDbxh3/4h3j44YfxZV/2Zcjn81hdXVUHx4kTJ3Ds2DGkUimdnciNi1G7g8PtwpH1q8dUpOqZlKL7ol6vT8wrpBWt2+3ic5/7HAqFgkoWv//7v49SqaQRMZOM1WoV3W4XCwsL2neCWm6hUMDa2hri8bg2HWIEyWM0Gg39XJZ8N5tNNBoN1Ot1LQXn1HG7lHtrawsbGxu4cOGCNoiyR27ZlYD9fl+tdZRV7DmCjUZDqzG73S7K5TJWVlZ0rZw9yLFglFB6vR7y+TxmZ2cRj8c1uVoqlbR3SLlcVm92rVaDz+dDp9PBsWPHdK10e3CiDIcgODjsFryDuB/vJO4EpoKkAaBUKuHKlSvw+XxIJpNoNBpa/s1eGC+99BLOnTunxM1ubU899ZRORWGiMRQKIZFI6NRwRsXFYhHPPfccYrEYFhYWkEgktG8HCdQYg0KhoC4NShssiInFYiiXy1oyzc/l9Jhut4tKpYKNjQ0Ui0Wsr69PVPGVy2V0u11kMhnkcjmkUinMzMxgeXlZ+1fPzc0p4S4sLGiLVGrrwOgOJBwOI51Oa6LSJnhq/blcDp1OB+VyGVtbW/A8D1evXtURWWxoxaif1ZDAyDJIiyBdMg4Oe4nbJfN7fROYCrmD5BMKhZBMJrG6uoqFhQUcPXpUo8Rer4e1tTW86U1vwjPPPKO9MuLxOC5evIjhcIhHH30UiURCB8GyHzMwIrStrS2cP38ei4uLmvzL5XJ4/vnnEYvFUK/XtWCFBSD0B5O46NHmFBe6KaiHV6tV9RjTX0wPOAAtKkkmk1pVybsAe3gAyfbIkSPqiwaAlZUVXRNlFfbcrtVqMMao7a7b7eLw4cMYDoc6JiyVSmmVIs+Xa02n08jn8+o0YTIyHo+rNp9Op/f1b8Ph3oYtg9wJkr0XZZWpIGkmzXhrf+LECTz++ONKCK1WC1/60pd0gOpgMFA5pNls4sSJE6hWq7h48SLi8TgymYwSvs/nQ6vVQqvVQqVSUYJut9s4ffo00uk0IpEInn32WbRaLXVQ1Ot1LQShRs0KPEblnU5HB9WSfFnswugTgDoj/H6/kjxbiIoIQqEQqtUq+v3+RCvQubk5Hb/F/ialUkkteZQimFikCyQWiynR2pNh+Fk+nw+Li4soFApoNBpYWlrSqkXq+4zcmRgFoK1NHRxeC67ndLkRQfPx6xHvvUjI18NUkDQwIuJ4PI4HHngAR44cUX03FAqh2+3iypUrCAQC2pKT1X+MHBltPvLII0qarKijnS0Wi2FjYwOpVAonTpxAJBLB2toalpeX8dJLL6FWq+HQoUNa6EIyZE+MSqWi0gswis45zaVer+tmwKKRubk5LaWmfJBMJrWSD4C+NhqNanUlB9f6/X4thwcwYdEDoF3sbC/z7Oys9unge+v1uj7WaDQQjUZx8uRJ1bWDwSAWFhawubmp8pCIaHKSjpN0Oq3d+hwcXgt2EzXf7DW3kjjuJQKfCk16MBggnU7jy77sy3DkyBFks1n4/X5NjG1tbWlBiM/nw8MPP6x9LqLRqFb9vfzyyzh79qwm/piIo3xRKpXwhje8QQmKRSlsoM9kI10X7A5Hwrc/i5/NHiBsRcoufsFgEFtbW2q5C4VCSrAkRm4ywWBQo3RaBH0+H+bn5xGLxQBAN6dms4l2u60l7fboLXvYLPtlh8NhbeDUbrdRLpcRiUSQSCSwtjaq1q9UKgiFQip90BZISx+llnw+P1HY4jDCvaqFThPu52s8FZF0MBjEo48+inw+r81/WHhSKpVw8eJFLC8v4/Dhw9oz4+jRo6hUKtr3g8R+/vx5NBoNLC4uAtguJpmdncWb3/xmtNttXLlyRW117BR39OhRrKysIJfLYW5uDul0Guvr6+oqYc/nVqulY734+ZQYWO3IxkbD4VA1ckb00WgU4XBYfdj2BPOd8xWpCTebTVy9elU1ZBHR/ht8nu4Yu7Alk8kAgFoFy+UyCoUCTp48iVQqhUajgdnZWVy8eFGvOa133BSpX9NhwujawWG/cbvR8b0STU8FSScSCRw9elQTcpQ4arUannnmGczMzACA9pEoFotYWlrCo48+iq2tLVSrVdWzFxYWEI/HkUgkkE6ntcy8UCjg0qVL6shIp9MIBAIoFAp4/etfj5deekmLSujSoCRBDZnDAIDRxhKLxbSohJH0zpJubhLhcFg73nHiOT3YwHaSjr1KODzA8zxUq1Ukk0kt/7abL9F1EolEVJphsjQSiaBSqaDdbiOdTqNaraLZbOLQoUOoVCqo1Wo4efIkSqUSRAS5XE7XQaLmAIJsNjsx3NbB4W7gfiTqqSBpkg7tbqVSCSsrK7h69apGoOl0GpVKBfl8HidOnNBqubNnz+J1r3sdTpw4gXK5jM3NTYgIZmZm0Gw2ceHCBbzwwguIRqM4deoUotGo2tVmZ2dx5swZVKtVHD9+HMePH0elUsHm5iY2NjZUCmGES9Dlwd7NwKgPx3A41ArBVCqlxSd2A38AGq2Gw2G9M2ByjlG5HUUzOuYGYFc4Ui+nREGyprbM6eu9Xg/lclkTs3aykVo1i17s6Svsq8JydjeZxcFhfzEVJN3v93H58mX4/X6sr6+j3W5jdnYW2WxWNVhazV544QUcOXIEV65cQaVSwbFjxzQxxkQaI1x2ijPGYHFxUcdEESxQYQTLKP5LX/rSxKBWJuc6nY4SXjwe1xFZALS7HntPt9ttTVgykclqQzomOL2FHmQWvUSjUV1/q9WakFr4L4tTuClQn2blIof0MjHZ7Xaxvr6u3uherzcxTiwYDOLw4cN6bai78/eTzWZ1E3JwcNg/TEXisNls4oUXXsAXv/hFXL16FYlEApubmwiFQojH4/oVDAaxtLSEUqmEZDKJBx98UP3U9PdSQ97Y2ECpVILneZidnUWv10MikVAy7vf7WjwTDAaRz+e1tecLL7yA8+fPa68KjtIieQaDQV0T/dbRaFS/Z+Rpz0ikVEBPNOUcYJSgpF86EolgZmZGKxrj8bhGvLTysZCHHmZq3ewvMhwOEY1GUa1WVe5YW1tTH3UsFtMpMZxQTs85y9Lt0V6pVEpHc9mbnIPDQcBBL3aZikiaboNAIIB0Oq233qlUClevXkU4HMalS5cQDAbx8MMPa7P7mZkZvOlNb8JgMEA2m0W73cbhw4cxOzuLra0tbG1t4dSpU2rv4xgpyhQsZqE04HkearUaBoMBzpw5owlDlkzTaUGpg5IDE4aUHkja7HbHPh98LT/PtufxeSb/+v2+kip9zmzaz2MDmNDNmbyMx+MqW3DjuHDhgm4e4XAY5XJZ7ziq1SqCwaDq7bwWPH46nZ6wOjps46D+x3c4OJgKkg4EAlhaWlKXRrPZ1Eo7zu8LBoPI5XI4f/48Op0OMpkMZmdnJ0ZAeZ6HVCqFZrOJQqGAhYUFlQ0YFfI2nrJAuVzWCdydTgef+9znNCnI7nlM9DUaDZUp6MCgpEDdmO4PPufz+bSghIlRu/Mdv6ftj5G453kaubO5E615XC/1ZABaLMMClE6ng2q1qho/W5tms1nMzs7ipZde0ms+MzODxcXFCU2aG0yz2cTCwoLeDTiSdnDYX0wFSbP/c6FQQKFQQL/fx7Vr17RJPXVgdrLjQNZwOKy9JTY2NuB5nmqniUQC8/PzKJfLyGaz6gMGoE6NSqWiEaIxBk8++SQ2NzeRTCb11p7HpyRhtynl3EL2GyGZ08XB1qOxWEwTiOFwWKNfe5QWJ6o0Gg11bfB47N7HhCfvOIwxE701gsGg9i1h1SM3Ew7I5bT0xx9/HMPhENlsFvV6XZtMsRkV18PNhw2kksnk3fxTuW2IyDsB/BQAP4CfNcZ88C4vycHhtjAVJE0SPHToEBKJBNbX15WgHn74YaRSKZw/fx6f/exnkUqlVMtlF7eZmRmUSiUsLCxMDE7lbTyr+QgWakQiEZw/fx5PPvmk9srIZDJKSHYPa3vALcurWcJNGx0ft/Vczhrk4yw24Z0Be0cHAgE0m02cP39eLYS04zG5yPmFLPRhaTnBLnXpdFolmVQqhStXruj1XF5e1hmM7GzXbrd12AGvD33aPD/bgXJQICJ+AP8Wo8lBKwA+LyIfN8acvbsrc7hbuFmZ+bRiKkhaRLC+vo5jx45hdnYWDz74oLoa2E/jiSeeADCaZ8iomf2mOR2bujTJkyOx2GzJ1nE7nQ5arZZ+n81mX2ExC4VCGkV2Oh1NDgaDQZRKJa0SZAFLvV7XpBvbfNoNn6hXcwBBt9vVZB3tc3xdOp1W3zLlHjZFsuUI2hbt9weDQe2Wl0wmtUe3iODEiRPa0J/v9/l8yOfzSCaTCAQCCAQCOs3l0KFDSKVS+vs4YA2WngBw3hhzAQBE5KMA3oXRaLfXhHvBf3s/4yD9/mQaLFUiUgdw7m6v4y5gBsDW3V7Eq8BRY8zs3V7ErSAi3wzgncaY7x7//G0A3myM+d4dr3sfgPeNf3wIN/5bPKi/rzuF+/38gRtfgz37PzEVkTSAc8aY681QvKchIk/dj+e9j7ieX/AVUYkx5kMAPnTLg93nv6/7/fyBu3MNpsIn7eCwR1gBsGz9fBjA2l1ai4PDq4IjaYd7GZ8HcEpEjotICMB7AHz8Lq/JweG2MC1yxy1vNe9R3K/nvS8wxvRF5HsB/DZGFryfM8Y8/xoOeb//vu738wfuwjWYisShg4ODg8P14eQOBwcHhymGI2kHBweHKcb/n73/jrLsrM788c97c46Vq7q6urs6qls5kSQBRsgIG3BgzNgGj2HweIyN13jmC9heY3/H5rewvzOescczDstjG2wwYIIRODAyRgaMUKJbUqvVoTpUTjfnfH5/3Lu3bjXdUkvqUN06z1q16ta5J7zn3Fv77PO8z372FQ/Sxpj7jDHHjDEzxpgPX+nxXEwYY84YY542xhwyxjzeW5YwxjxojDnR+x3vW/8jvetwzBjz5is38lcuXuj7aLr4vd77Txljbr4S47yUuIBrcI8xJt/7Xh8yxvznKzHOSwVjzJ8aY9aMMYfP8/7l/Q5IxdqV+KE7mXMS2A54gCeBfVdyTBf5/M4AA2ct+23gw73XHwZ+q/d6X+/8vcC23nVxXulzeCX9XMj3EXgL8Pd0Ndh3Ao9c6XFfgWtwD/CVKz3WS3gN7gJuBg6f5/3L+h240pm0lu1altUApGz3WsbbgI/3Xn8ceHvf8k9bllW3LOs0MEP3+ti4fLiQ7+PbgE9YXXwHiBljRi/3QC8hXon/kxtgWdY3gMzzrHJZvwNXOkiPA/N9fy/0ll0rsID/a4x5old6DDBsWdYyQO/3UG/5tX4trgZcyGdwrX9OF3p+rzLGPGmM+XtjzHWXZ2ibBpf1O3ClddIXVLZ7FeM1lmUtGWOGgAeNMUefZ91r/VpcDbiQz+Ba/5wu5Py+S9eromSMeQvwN8DOSz2wTYTL+h240pn0NV22a1nWUu/3GvBFuo+Sq/Jo1Pu91lv9mr4WVwku5DO41j+nFzw/y7IKlmWVeq//DnAbYwYu3xCvOC7rd+BKB+lrtmzXGBM0xoTlNXAvcJju+b2nt9p7gC/1Xj8A/JgxxmuM2UY3M3n08o76FY8L+T4+ALy7N8N/J5AX+uoawQteA2PMiDHdZpfGmNvpxpH0ZR/plcNl/Q5cUbrDuvhlu5sJw8AXe99lF/Apy7L+wRjzGPBZY8x7gTngRwEsy3rGGPNZul7HLeDnLMtqX5mhvzJxvu+jMebf9d7/Q+Dv6M7uzwAV4N9cqfFeClzgNfgR4GeNMS2gCvyY1ZM9XAswxvwVXQXLgDFmAfg1wA1X5jtgl4XbsGHDxibGlaY7bNiwYcPG88AO0jZs2LCxiWEHaRs2bNjYxLCDtA0bNmxsYthB2oYNGzY2MewgbcOGDRubGHaQtmHDho1NDDtI27Bhw8Ymhh2kbdiwYWMTww7SNmzYsLGJYQdpGzZs2NjEsIO0DRs2bGxi2EHaxisKvSaqCxe47p8bY37zJR7n140xf/lStr1cOPtaGGOeMcbccwmOUzLGbL/Y+32lwA7SNmzYAMCyrOssy3ro5ezDGPOQMeZ9Z+03ZFnWqZc1uAs//k8ZY542xlSMMSvGmD8wxsQux7F7x//XxpjHezem5V57sdcaY95ljDkjPtx967t6ncnfer592kHahg0b1wSMMb8E/Bbwn4Ao3U7eW+m2rvNchuP/B+B/AP8/un7yk8D/ptu49otADLj7rM3uo9t66x/Ot187SNu45mCMudkYc9AYUzTG/LUx5jPnoy2MMXt72V+u97j/g2etMmCMebC3r382xmzt2/Z3jTHzxphCr9nw617GmH/aGPOsMSZrjPnqWcd5kzHmqDEmb4z5/d443td7bwOtYoyZMsZYxhhX7+9/09tv0RhzyhjzM88zhjPGmO/rvc71ssGSMabc2+eUMSZujPmKMWa9N9avGGMmett8FHgd8Pu97X6/t9wyxkz3XkeNMZ/obT9rjPlVY4yj995PGWO+ZYz5r719nzbGfP8FXr8I8P8CP29Z1j9YltW0LOsM8E66gfon+q7X53rfiaIx5rvGmBv69jNmjPl8b3ynjTG/0PferxtjPtsbf7H3fblVzgv4L3SbdXzBsqxybwxftizrP1mWVQM+C7z7rKG/G/ikZVmt852bHaRtXFPoZUxfBP4cSAB/BbzjPOu6gS8D/5du1/afBz5pjNndt9qPA78BDACHgE/2vfcYcGPvOJ8C/toY43sJY3478MvADwGDwDd748Z0ewd+HvjV3hhOAq95EbtfA94KROh2EPnvxpibX2gjy7JiPZoiBPxub0yLdGPGn9ENfJN0O7P8fm+bX+mt94Heth84x67/J90sdzvdrPLdbOxscgdwrHeuvw38H6EIjDEfNsZ85TxDfjXgA75w1nmUgL8H3tS3+G3AX/Pc5/Y3xhh372bxZeBJut2/3wj8ojHmzX3b/iDwabpZ8QNy7sCresf/4nnGB/Bx4EeMMf7e+USBHwA+8TzbgGVZ9o/9c838AHfRDSamb9m3gN/svb4HWOi9fh2wAjj61v0r4Nd7r/8c+HTfeyGgDWw5z7GzwA29178O/OUFjvnvgff2/e2g25ZpK90g9p2+9wzdRqjvO9dxgCm6j8+u8xzrb4APnn0ten+fAb7vrPX/VW/54Hn2dyOQ7fv7IRlb3zILmKbbjqsO7Ot772eAh3qvfwqY6Xsv0Nt25AKu4U8AK+d572PAg33Xq/96OoDl3nfhDmDurG0/AvxZ37b/2PfePqDae/3j5zv+Wfs7Afzr3ut/Czz5QtvYmbSNaw1jwKLV+y/oYf551p23LKvTt2yWbhb1Pdta3aws09sOY8wv9aiEvDEmRzdDfClds7cCv9ujGHK9Y5jeOMbOGoP1POfzPTDGfL8x5jvGmExv32+50DEaY26imym+w7Ks9d6ygDHmj3pURQH4BhAzxjgvYJcDgIfuNRacfb1X5IVlWZXey9AF7DtFl5o6V9/W0d77gv7r2aF70xuj+zmMyefQu16/TJdf/p7x0b2R+nrHTD/P8fvxCZ6jPH6Sbnb9vLCDtI1rDcvAuDwi97DlPOsuAVuEE+1hkm4m/j3bGmNCdB+Rl3r884focp5xy7JiQJ5ucH2xmAd+xupSDPLjtyzr273z6R+DOet8ynQzTsFI37peulTJfwWGe2P8uwsZozFmkO6j+wcsyzrY99YvAbuBOyzLitB9cqFvn8/XNDUFNOkGQ8HZ1/ul4mG6WfoP9S80xgSB7we+1re4/3o6gAm634V54PRZn0PYsqy3XODxa8DbX2C9TwBvNMa8iu7E5qdeaMd2kLZxreFhupTEB0xX3vQ24PbzrPsI3SD3//Q4yXvocoSf7lvnLaYrofLQ5aYfsSxrHgjT7eq+DriMMf+ZLu/7UvCHwEeMMdeBTq79aO+9vwWuM8b8UC9L+wX6AjFdnvwuY8xkj+P8SN97HsDbG2OrNwl37wsNpnecz9Od0PrMWW+H6fLQOWNMgm4n7X6s0uWbvweWZbXpTp591BgTNt3J0f8AvGw9uWVZeboTh//TGHNf7/Ocoss9LwB/0bf6LX3X8xfpBvfvAI8CBWPMh4wxfmOM0xiz3xhz2wUe/z8D/8sY8/beE4e79yTz233rzdKl3/6KLgWzcp5dKuwgbeOagmVZDbrZ1HuBHF2u8it0/xHPte4P0s20UnTlUu+2LOto32qfohuIMsAtdLlHgK/S5ZKP031kr/EiaIizxvFFutKxT/cohMO9MWFZVgr4Ubq8ahrYCfxL37YPAp8BngKe6J2rvFekG9Q/S5cv/9d0J7teCBN0OdpfNM8pPErGmEm6EjM/3ev1Hb5XOva7dCfHssaY3zvHvn+e7o3xFN1g9SngTy9gTBhjftkY8/fne9+yrN+mS0/8V6BA9yY8D7zRsqz+z/9LdLn2LF3K4YesrhKjTfcmfSNwuneOf0KXxnpBWJb1O3RvOr9K98Y4D3yA7jxAPz5O92ni+ScMezAbqTsbNq49GGMeAf7Qsqw/u9JjuRgwxjxEd7LwT670WK42GGN+HZi2LOsnrvRYLhR2Jm3jmoMx5m5jzEiP7ngPcD3PUyxgw8ZmxiUL0j1e6JgxZsYY8+FLdRwbNs6B3XS1rnm6E10/YlnW8pUdkg0bLw2XhO7oyXGO0xWQL9AV/b/LsqwjF/1gNmzYsHEN41Jl0rfTFaWf6k3OfJpulY8NGzZs2HgReCHh9UvFOBtnuhfoVvMojDHvB97fe32L2+3ufw/oVkMaY7pVN47n7ieS/Tudzg2vHQ4HwWAQy7IIBAI4HA4cDgftdlv32263KRQKVKtVADqdDsYYfD6fHrfdbtNut/XYsViMXC5HKBTC6XRSq9XweDw4nU7cbjetVotms4nL5cLpdNLpdOh0OrhcLjweDw6Hg06nQ6vV0nHKsS3Lot1u43A4aDabei7GGDqdjo67Xq/TaDR0jHJu/U9Cciy3202n09nwvhyjf7+BQIB2u025XCYUCtFut/F4PFiWRafTodlsUiwWCQaDuN1uarUa9XqdlZWVlGVZgy/6W3EVYGBgwJqamrrSw7BxleGJJ564ZP8TlypIn0ssv4FXsSzrj4E/BvD7/dbQ0JAGvlqthtvtxuVy0Wp1fUdqtRouV3e4Pp8Pl8tFo9HA7XZjjMHhcNBoNLj11luZmJjgjjvuIBaL4fP5yGazeL1eVldXAXj44Yd55JFHCAQCehyfr2u50Gg0qNfrJBIJisUioVBIA2Iul6PVapFIJLAsi2azSSwWIxgMsnfvXprNJvV6nXK5TCAQ4LrrriMSiVCpVEilUoyPdwurjDEa0CWoV6tVcrkc9XqdxcVFms0mhUKBdrutwbJcLjMwMKA3nmg0SjAYZH19nWAwSCQSod1uMzU1RSAQwOVysba2pucmAb5cLtPpdHjzm9/Mk08+Sb1eZ2pqCsuySCQSVCoVms0mTzzxBMeOHWN6eppt27bxzW9+k2azyW/91m/1V4xdU5iamuLxxx+/0sOwcZXBGHPJ/icuVZBeYGNVlFT0nBOWZeHxdJ0EJTt1Op0aXCRLdTgcFItFzTgdDodmpwDFYpFSqUQmk6FUKuH1eoFuFjk3N0exWKRer1MoFKhUKpoFe71e1tfXGRgYoFQqEQgEaDabDA4OUqvVCIfD7N69m7W1NR5++GE6nQ6lUolaraYZZ6vVwuPx8PTTT1MoFNi3bx9HjhwhFAoRDofpdDrMzs7SaDSYnJzE5/Nx+vRpnE4nyWRSA3Wj0QCgXq/j8/lwu914vV4OHz4MdG9QpVIJj8fD2toawWCQer1OsVhkbW2Nqakp5ubmAMhms+zatYvFxUVSqRRDQ0MMDAxQq9UYHh7WoO31ejHGIE8z7XabWq1GLBYjEong8Xjwer04nU5Sqf7qWhs2bFxqXKog/Riw0xizjW7J54/RFdKfE+12m0ajoTSAZM8A1WqVer2O1+ul1WoRDAY1w67VagSDQQ1yDoeDer3Orl27cLvdpNNpJicndZ8S+OLxOK1Wi3K5rEEvGo3SbDYplUpUq1UymQydTofR0VHC4TCZTIZWq8UP/MAP8Pjjj3P99ddjjGF1dZVoNIrD4eDIkSNMTk7S6XQYHx/nqaeeYtu2bXpDEBqhUCiQSqX05nL06FFWV1eJRCLU63WcTif1ep2hoSEsyyKTyeDz+ahUKiwtLREMBjHGEAwGqVS69gb1ep2JiQnC4TArKyt6Mzt+/DjZbBbo3gzL5TIAkUhEr3MkElEaxuFw4PV68Xq9nDx5knq9TiAQIJVK0Wg09GnGhg0blweX5D/OsqyWMeYDdKuynMCfWpb1zPNtk8vliEajhEIhSqUSpVKJZrOp/GmlUsHpdOJyuajVapq9ulwuKpUKpVJpA7fqcrnI5XKUy2WlKoANHLXcFBqNBsVikU6nowGwWq1SKBSU3z1x4gQ7duwAoFQqcerUKRKJBNdffz3ZbJahoSEGBwdZWFig3W5TrVaZnp5mcHBQKZFiscjS0hLlcpmRkRHlh4PBIOFwmFAoRCqVIhwO02g08Hg8VCoV/H4/6+vrRKPRDeOtVCpEo1Hq9TqtVovTp0/jcDhwuVy43W6SySSlUonR0VEymQyWZVGpVKhWq1x//fUUCgUKhQLhcJhCoUCtVmPHjh3UajVarRZra2tkMhkN7A6Hg3g8fpG/LTZs2Hg+XLK0yLKsv6Nr5vKCMMbg9/tptVoUCgWlM1wul054lUolwuEwgAboaDSqdEMsFqNarTI5Ocn09DSFQkEDWK1WY2FhgcnJSVwuF16vV4OxTE62222KxSKtVotAIEC5XMblcmGMIZ/PUygU2LFjB4cOHSKbzeLz+ajVaoyOjuJwODh27BgDAwPKSy8vL7NlyxadMGy32zpJ6XK5yGazOBwOIpEIwWAQgJmZGYrFIsvLy4RCITweD36/n0QiQSKRIJfL6bJUKoXP59MAHYlEuP766xkdHcXtdpPNZikUCoyPjys1Y4whmUzqzScWizEzM8Pg4CB+v1+vpcvl0gx+fX2d2dlZfb9/gteGjZeDqQ//LWc+dv+VHsamx6Z4dpVJuH5FhjGGWq2m3HQkElEOWB65C4WCUh/1ep1kMqmcq0w0ttttTp06hdvtJhqNUq1WefrppzU7DAaDqnBwuVyEQiFarRadTke5ZOjSLjLJtmvXLp2YM8bQaDSUu3W5XGQyGdrtNmtraxw/fpyxsTG2b+96zvh8PlVVrK2tsbCwwMTEBJ1Oh4GBAYaHh1lbW6Ner2NZFmfOnCGVSrG+vk42m9WJSKGHZBwA6XSaQCDAyMgILpeLEydOqNolEokQCASIx+Ns376d8fFxFhcX2bZtG+12m0qlQiQSUTVIvV6nUqnojWh2dpb5+Xl27tx5ub8eNmy8orFpysKFxqhUKtTrdZrNpnKzmUyGarWqnG6lUqFcLmug8ng81Go1crkc+Xyeb33rW+TzedbW1nTy0Ol0sri4yNLSEtu3b6dWq1GtVkmlUhrQhQ4olUqaZedyOVVPJJNJwuGwZr6VSoVMJkMikdDsdn5+nlQqhcvlYnFxEcuyKJVK1Otdf5d8Ps/MzIxy0oFAgIMHDzI/P08+n6dSqTA0NKS0QiAQoFKpUCgUyGQynDlzhkqlQqfTUWWIw+GgWq2SzWY5evQojz76KKlUir1791IqlTZk84uLi6ysrOByuRgeHsbn8+n29Xodl8uln8W9997L4OAgrVZLs3GZ4LVh46Vi6sN/e6WHcFVhU2TSnU5HgxigSo56va6aY9EUW5al0jUJHjLZZlkWAwMDZLNZjDFkMhlyuRyBQIBQKES9XsfhcHD69GndJ3T1xZ1ORykJgFAoRDabxe/364SZTB4uLy/j8Xjw+XykUikKhQKWZeF2u9myZQvj4+NUKhW8Xq8GuUqlwvz8PMYYIpGIBkcJlqFQCLfbTalU4vTp0wwNDSnPnk6naTabJJNJlc/l83mCwSDBYJBarYZlWezdu5fBwUFyuRzpdBq3243f79dsXc4zHA7jdDopl8vKeYuKRTLplZUVRkZGuPfee3E4HDz22GO43W5GR0cv/xfEho1XMDZNJi1yMAm21WpVM+tqtUq5XKbVaim9IDxyq9VSekIKLtLpNKVSiVAoxPr6OsvLy6yvr7O6usri4iL5fJ5Go6Fyt3a7rdxusVjE5XJpMCyXyzidTkqlEm63WwNpOBwmGo3idruJRCKMjo7idDpZXl7WrDMQCLC8vKwZfrVaxev1Uq/Xabfb5HI5KpWKStxarRbVapWxsTEOHjxIpVJRymF9fZ1isQigWX0oFNJrIU8Kjz76KOvr6zQaDTKZDJVKBWMMqVRKFSYySVoqlRgeHmZ5eZnV1VXNzFutll67rVu36nmtrq7aE4c2LjrszPr5sWmCtDyOS1UbPFdFKJN9gGbSgAYdWd/tdrOyskK9XmdpaYlSqaRKh3Q6DXQ1wfJaAn2z2aTZbGrWLBOYtVpNKw8bjQaVSkWzTQmuUqnocrlIJpMkk8kN242MjGhwHx7uduGJRqPKgUejURKJhGq2hc6RCUmhcxKJhGqVK5WKVk5WKhWVI4pUMRQKEQgE8Hq9yoGHQiEee+wxlSF6vV6V6YnMTrh0qVz8+te/zokTJ/B6vXg8HqrVKoOD12ShoQ0bmxabJkj3F6gI+tUQkuE1m80Nma+UVdfrdWKxGLVaTaVlwmefPHmShYUFisWiZp6S7cp+pCw7EAho0JO/ZT232637KBaL5PN5ms0mlUpFJz+Xl5dJpVLkcjkajQblclmrIk+cOMEzzzzD0aNHKZVKtFotVlZWOHz4MLOzs/pU4PV6SSQSOJ1O/H4/oVCIZrOJ1+vVgB8MBvF6vXq+lmWpMqVYLLKwsEA6ndaxlEolfD4fzzzzjJ7H0tISy8vL+Hw+pU0cDge1Wo3l5WX27dtHOp3G5/Nx//33k0wmGRkZOd9HaMPG88LOmF8aNgUnLXyu8M6iypDgKVlpp9Oh0WgoJy3LpCTc7XZTKBSIx+NUq1UOHTrEHXfcQT6fZ2RkRMur8/k8gAZmUYzIZKUEVUAnKf1+P9lsVrXLjUaDdDqtapKdO3cSjUaVnpCy9WAwqHK9eDyu59jpdFhYWCASiTA2NqYVh51OR7d3Op00Gg3VkOfzeSzLwufzsbS0pGoUUbkYY5ifn9esvF6vEw6HaTab5PN5otEopVKJkZERisUiAwMDHDlyRMedSCRUVSPFPrL9/v37SaVSqjF/uTDG/CnwVmDNsqz9vWUJul1Gpuh2qH6nZVnZ3nsfodttpQ38gmVZX+0tv4VuV28/XcnnBy3Lsnr9/T5Bt5tKGvhXlmWduSiDt2HjMmLTZNJCEcgjv1AQosLoVzRIcBVu1+l0EgwGSaVS5PN5stkslmURCoW0clAUEs1mk0ajoceQYpJOp4PX69XMudlsYoyhUqnoTUMyaMk2ZUJwYGCA1dVVnnrqKdUWy6SlVP8BKq1rNBqcPHlSbw5ra2ucOXNGpYNS+SiTnsIJi9Qvl8tRrVaVHgqFQjrxNzg4qLK8ZDJJs9lkaGiIaDRKLBZj+/btDA8Pk8lkSKfTlMtlSqUSa2trZLNZvQlms1mefvpp1tbWePrppykWi9x1113UarWL9ZH/OXDfWcs+DHzNsqyddBuHfhjAGLOPbtXqdb1t/rd5rjv1H9A16trZ+5F9vhfIWpY1Dfx3uu2pbGxi2Jn2ubEpgrQoCiSLlmxWqA/RTQMbXOaEYqhWqyQSCS1zlgrBtbU1lpaWKBaLLC4u4vP5dFLM5/NpoE6n0xvGIHI0OZbQFkJFCGc7MDDA+Pg4brdbA75MNLbbbVZWVjQQNhoN9SJJp9N4PB5SqRSnT59mfX0dQDnifD6Pw+EgFotpdi/jW19fJxKJEA6H9UnC4/GoBlyoHrlGwmGHQqENlY0HDhygUCiwurqq+mq5KRpj8Hg8zM7OUi6XKZfLfO5zn9vwhHERPvNv0O0b2I+38VyL+4/zXOfltwGftiyrblnWaWAGuN0YMwpELMt62OpeoE+ctY3s63N0OzRfnMHbsHEZsSmCtLjYSdAVKZzQGrJOP1csUjmx5ozFYmSzWfX3cDgcSg80Gg2Vs7XbbbLZrKo3JCABGhD7A1w/HeLxeAgEAsRiMUKhkGqqhdMVYyjhiT0eD8YYstks8/PzLC0tUSgUNDOWmLG0tMT6+rrK6uTmIdSG2+3W8VarVaVFoFt0kkql6HQ6TE5OMjExQTwex+v1Uq1WtSpxcXGR9fV1nfhrtVo8/PDDJBIJAFWduN1uZmdnyWazlEolFhYWOHjwICsrKywtLW2wRr0EGJYOKr3fQ73l57K+He/9LJxj+YZtLMtq0e3SkjzXQY0x7zfGPG6MeVxumDYuHuwM+eVhU3DSAgkAQnmcKyBIYDPG6M/Q0NAGj4n5+Xnq9bryuLVaDZ/Pt4GyEM21OOmJh3QwGKTZbOJwODQDloo+0VmLzrhQKCjnXK1W8Xg85PN5XC4X6XSaRqOhVZTCL3s8Hur1unLc9XpdqwKFXy4UCpTLZcbGxlS9IpWGXq9XJypF2+10OjWzbrVaJJNJnVCVcxN6KJfLYVkW8/PzKuGLRCIUi8UNBTTHjx/Xyc1CocCrX/1qAL785S9f8u/BOXA+69vns8R9QbtcXdhnm3vrrbfanZltbCpsqiAtONvkX5bJ7/4fycLT6bTqm6XQpVarKXXQarVUHy2TjZKNyr6gK49bW1tTJQl0bxqynYwtFAoRjUZZWVmhVquxsrKiQVkq84TfbbfbjI2N0Wq1tHpRxgBdcymHw8Hi4qIG3FqtxpEjR3A4HKyvr1Mul5XekBuB/GSzWWq1mlZYCpedyWRwu91Uq1Xlvt/97nfj8/mYnp5WwyZjjM4BCM8tuu1oNMrCwgJ79uwhl8uxsLDAJcSqMWbUsqzlHpWx1lt+Puvbhd7rs5f3b7NgjHEBUb6XXrGxyWH7e2wSugM4L9fZH0ABzUqlKlFUIcLDShAVHleoDgnKQjdIgAY002w0GmSzWTX6F9WJlG97vV46nY4G8dXVVZWrDQwMEIlEaDQaOgEZi8U2lGOLsVF/xxTRMotqQigfoWIA5ZXL5bJ2ShH5YS6Xw+/3K8cuHWcWFxdVS91qtchmswSDQZ599lkWFxcpl8ucPHlyQ+Xi/Pw8CwsLOlkqDQzuv/9+BgcHWV5e5r77zp7ru6h4AHhP7/V7gC/1Lf8xY4y3Z3+7E3i0R4kUjTF39vjmd5+1jezrR4B/si4xV/NKhlAaNrVx8bGpMul+KuNc70n2Kb4aTqeT8fFxDViAFq9ANwP2+/243W6duJNOLP0tumT/UiptjMHr9Z7TjU9Kq9fX15WLBpQXFqqhVCrh9/u1oEYmBMUQqtPpEIlEiMfjjIyMUK1WcbvdGoxHR0dV8SIm/3IOQmMAJBIJ8vm8+o0ItdNqtRgeHqbVapFKpXA4HCSTSWZmZlhfX+euu+4iGo0yNTWlUrtwOMzo6Khqo40xxGIxbr75Zs6cOUOn0+HGG2+8WJ/1XwH3AAPGmAXg14CPAZ81xrwXmAN+tPcZPWOM+SxwBGgBP2dZlmgBf5bnJHh/3/sB+D/AXxhjZuhm0D92UQZuw8ZlxqYM0mcv6w/e/VQHoAUrQh04nU5CoRDlclltN0U2Jj7T7XZ7Q3YuOmwJfNFolOXl5Q20i8PhwOfz4XQ6tYOKTOgNDAyQTCZVRdJut4nH46yurhIMBkkkEqTTaeLxuJovidxOqAqfz4fH4yEcDhOJRHRsEtSloKe/iEcoCb/fr5y0KEh8Ph8rKyuEQiFisZgqTQYHBxkeHqZarXLPPfdw4sQJQqGQ2rQKhSLUx759+4jFYqTTaZ544gkeeOCBi/JZW5b1rvO89cbzrP9R4KPnWP44sP8cy2v0grwNG1czXpDuMMZsMcZ83RjzrDHmGWPMB3vLE8aYB40xJ3q/433bfMQYM2OMOWaMefOFDqY/IAvOpjuEFhALU/GLloAaj8e17ZNU5sViMfx+v3pWAxs4aYHb7VaLTlGVyISiZVkUCgXy+bxSEcJzz8/Ps7q6qlalsVhMJ93S6TRnzpzB5/OpTnl0dJSpqSmcTqfyxzKxJ22wlpeX9cbQX64uJelSZSmZut/vZ2RkRH2y+0vnhWZJJpOkUilOnjzJwMAA5XKZU6dOUSgUSCaTqsmW4+7Zs4c77rhDlSBTU1McOnToQj9OGzYuGl7JNMqFZNIt4Jcsy/quMSYMPGGMeRD4KbqFBx8zxnyYbuHBh84qPBgD/tEYs6vv8fS8OJsy7Fdw9K8jygZAPabFh0MmD/P5PG63m4GBAVKpFB6PR5UbzWZTNb/9pedyHKnMk4lJOZ6oKcRTQyoihRdfWlrSwhmfz6cNc6Xhrfh1SLY7MTGhhTHxeJx8Pq8yuImJCUqlkmq0AbVTjcfjGGM0+83lctoia3h4mFQqpTctoUrEyjSdTnPnnXeSyWQYHR0lmUyyvLxMOp0mFovpdvV6nde97nX4/X4effRRnE4ne/bsoVQqXcBXxoYNGxcLLxike5Mzol0tGmOepatBfRtdThG6RQMPAR+ir/AAON3jBG8HHn6B4yjtIIoNWS7BW96HbiYcjUbJZDJs2bJFDZH6DY+k8azsU/ySRf8s/LZM5In/hdfrJRwOa8YqzW4lYEtnmP5yculILkFZMnaXy6X0RTwe15ZezWZTqZBgMEi5XCYej+P3+7UprPhpi2Y7m80yOjqq0sB2u004HNYMWCYIpSejyPqMMervIVSNx+PhmWeeUTmh3IQk47/pppu488479Xq/9rWv1Q7mNmzYuHx4UZy0MWYKuAl4hLMKD4wx/YUH3+nbrL/A4Pn2rbyrBFXJlsUFTx7FpfDCsizuuusuEokEDz/8MKurq6RSKXbu3InP5yOXy9Fut0kmkxhjiEajzM7OatAXeVw/7SEZaiAQIJ/P67gkWxb6QwKpZNRCVXg8HqUapGRbbE6lA3e1WlUzJUBfS5YvTQxGRkYolUpMT08zNzfH1q1b1fVOroPQMP1aaqfTicfjIZfLkclkyOfzjI2NAd1MW4ya5GlDgrmoStrtNrfeeiter5f5+XkymQwHDhzgscces03/bdi4zLjgIG2MCQGfB37RsqzC81TYXlARgTHm/XQ9F7or9KksJPi53W7lg8V+UzqjiFJCyrQlA43FYppdJpNJzS7L5bK2hxKFhkj2+vlnUXX090CUQN7vHSIQiZ0Ec8uySKfTOv6lpSXtUO71elUzPT8/T6fTYX5+XjNwy7JUETI8PMzJkyeZmJjQ4C+SQClrl56HwWCQnTt3aqn62toa1WqVgYEBdbwTv+1YLMbY2Bg+n4/9+/erRFGyceH6ZcIynU6zZ88e7RBz4MCBC/3K2LBh4yLggoK0McZNN0B/0rKsL/QWv9jCgw3or/JyOBxW33IikQhOp1MVE8YY9uzZQz6fJ5lMsrKyQqVSIRAIaAm43+/XQhChAsT/uVKpbJiE61d4iF8IPDcZKVK69fX1DdWP/VRMf8CWibpwOLzB9MnlchEOhzcE8sHBQTqdjga+ubk5KpUKqVSKrVu3UiqVyGazWnJerVa1HFsqDq2ecb+oOqRp7ZYtW0in00QiEVqtlk5kyo1IKhWdTqcqQ2TCU25G/WqWer3O2tqadh13uVwMDAy8iK+XDRs2Xi4uRN1h6GpOn7Us63f63npRhQcXMhjJopPJrsWCdDcxxpBOp3E6neohIZOEmUwGp9NJLBbT7NXn8xEKhRgZGWH37t3s3buX3bt34/f7aTabyglLpxc5LqCVipIZw3ONBuRHgp8UzEiQhG5xSiQS0YlICZbQNUean58nEomoh0g0GmVoaGgD/yvKFFFgAPj9fr15GWMol8vkcjn1iy4UCqytrREMBnVyMhQKEQqF2L9/P8lkku3btyvv7XA4GBwcZHx8HJ/Px8zMDAcPHiSdTmvXlm9961tUKhX2799Pu93Wm4KNVzZeyUqLK4ELyaRfA/wk8LQx5lBv2S/z0goPnheiLMhmsxs6eEvloMjQAoEAY2NjxGIxdamT4CQ0RblcZuvWrRhjGB0dZXV1FZfLxeTkJCdPnlTFh2TS4tEhpvper5dgMKgttqArZ5NtxAlPMm+hVyQTLZVKG3oxejwelcM9/vjj6vksXLdUSSYSCXw+H6VSSfsVSksu4ZJlcrPdbmsRzPHjx3E4HKytrTE+Pk4kEiEajWo7sGQySTqdJhqNqspFuHdAW3gZY8jlcpw6dYqHHnqId7zjHRhjWF9f5+67776YVqVXNexyZRuXCxei7vgW5+aZ4UUWHjwfJIsUnXEul9PfPp9PrTiF2giFQjidTgYGBnSSTxqqDg8Pa9sqqf4zxhAIBBgaGlKOWSYBRUnh9/uxLIstW7YwOTmpznOSdYvKQwK6lKYLd722tqZG/MPDw3g8Hq3eq9frDAwMkMvl1No0Ho+r0qTRaGhJt1Ae0rKrd02p1+s6YSqUSqfTIZfLkUwmOXbsGKlUing8TiQSYWhoiOHhYaampvRpQG4s8pNIJMjlcoyMjHDnnXcSDocpFotMT0/za7/2a3z7299WBU0sFuPRRy/oociGDRsXCZum4lAyznq9zvLyMpOTk6pyGB8fZ2pqioWFBfL5vGab0oFbOq00m00SiQSjo6MaSBOJBMeOHWNiYoJgMEg6ncbr9WrWKCqS/mq+Y8eOqWqj39hJ5GrwXPVjv0ueZVmUy2XtuRgMBpUmaDQarK6ubig0kZ6CO3bs0IawTqeTwcFBncCUpgWm1/JLOoBLNxrJ0qVkPBwOa6sxqTKs1WqMjo4yMjKiNIgxhng8rnRNOBymXC4TCoWIx+OMjo7S6XR4+9vfzsrKimrFbZ30KxP2k8OVw6YI0jIZJ7ywmBbJBN/hw4c5dOiQtsU6ePCgZob9Cg+n08nNN9/M+Pg4jUZD3eiuu+466vU6ExMTpNNpQqEQKysr6iUtx5ZMWbLTWCy2oQVWq9VidHRUewYKXy4TgzKG/sKXfkmd2+0mEAhoZh2NRslms5w8eZLTp0/T6XQYHBzUTBkgFosBqL90IpEgk8ko5QGwe/dupqenKZVKLC1152jl/NvtNnNzc2zbtg2Am2++mYmJCVwuF6lUCr/fTy6XY3JykrGxMT0noXSE3pmdneW6665jaGgIG68M2IF5c2BTBGlBf3GJUBTSKkvsQcXYqL/QQ953u93kcjnq9Tr79u0DuhN5Ui4uj/KyL5Hc9ftiiMyt0+kwMTHB0tIStVqNaDS6oWEAoJOUorxoNBqEQiHdn0xAWpal/h6ihZaO3fF4XLPicDis5y43AXHaE5pCbjy1Wk1lhbVajdOnT6s1qtAYg4ODNJtNlpaW9GYzODjI0NAQtVqNZDKpxxwfH8fj8WwowlleXiYQCDA6Oko8HtfM34YNG5cPmyZI90/eSaEGoJzxgQMHmJub26CsEMvOft1zpVJhcHCQUqmkAXFqakqVHTKZKAZJ/QUzUj4tx5yenmZ1dZVTp05pQwCXy8XU1BTpdFrHLsb9UhAi9Ec8HlcFycrKigZun8/H1q1btQLS6/XqxGC/0sTtdquETzhp4cKTyaRWO1YqFZ0olCC7vLysqpJ2u83CwgJOp5OdO3cCaHVhvyRP1CoyySlPCT6fTz27Jyb67Ztt2LBxqbEpgrRkzEJnwEaT/1tuuUXbUvn9fu1u0t8xXMrBp6enlYOtVquaWULXGU6UDyKDgy53LPuX9bZu3YrL5eK2224DUM209PwbHh5WvhdQ1YkoQCQzl/6DoVBIKYpWq8XMzIy23BI+WYK5TIgKxy1ZtOxbilaEv7/tttvYtm0bDoeDSqVCJpMhkUgofz04OKgWp/v379fqRykXl237P496vc5XvvIVDh48yE/+5E9yww03qALExrWLq4HiuBrGeDGxaYK0ZNISUPvVHnfeeSdf/OIXtSCjvxBFMmlZ3+v1auZcLpdVESJccD6f1x6F0m1FgqXH41Huds+ePSQSCcLhMG95y1v47ne/q2ZG1WqVcrnMli1bVKvtcDi0hVYkEtHsWrJq6UY+Pj5OuVwmm82qfNDhcFAoFPB6vQwMDJDP58lkMni9XoaHh/UGIpN30tJKJgrL5TKrq6vKS3s8Hu3SUq1WicViDA8Pk8vlCIVCAIRCIT33UCi0oQmBw+Gg3W6zfft2br75ZgKBgPZJHB0dvazfDRsXF6+0AHctYFMEaUAr6UT5IBNle/bs4eDBg0ptyG+ZfJPHf8mqm82m2n8mEglVcIi5ULFYJJPJqP7ZsiyV70G3Y7fX62VtbY14PE40GqXRaLBv3z6OHDmiFIZU642OjhKLxSgUCuq1Ua/XlTfPZrMqfWu32ywvL1Or1TTzFv8QCZS1Wk17HgqHblkW4+PjFAoF9aKWoJpIJHA4HCwvL7OysgJApVJh9+7deL1ebe0ViURIJBJayCN+0aLi6O9mI94gN998M//tv/03fvZnf1aLWKTJgQ0bNi4PNkWQFo2yNIoVK1HJiv/hH/5BedlEIqFUgkzS9QfqcDjMjh07tOJP9gXdicktW7ZoltwfkKSUXALV6uoq4+PjDA0NqarD7/ezvLxMp9PRAFoqlRgdHWXr1q2cOnWKwcFBrY7sdDoMDQ0RiURwOByq+261Wprhi4JEOpXn83mq1Sr1ep1qtapZ7PLysgZd8eDoL6bpd+RzOBycOXOGRCKhFZKVSoVisagl53LDk2IhKX2X7b/1rW8Rj8e5++67tajoxhtv/B4PbhtXN+zMevNjUwRp8cWQfn8A1WqVW265haNHj6oSQqoOpey5/+9arUY4HNZgLWoPmQCDLuXg8XjIZDKcPHmS8fFxtm7dSrVaZXFxkVKpxPj4uAa0UqlEuVwmGAyqqmTHjh3s2rWLubk5NcZ/4oknSKVSbN++XbNk+RE6Y2VlhfX1dc3OBwYGVK8cDoc1y4/H41pt2Wq1mJ+fx+PxMDQ0pBSHKDokyLvdbqLRqGbVTzzxBN/4xjfodDqEQiEikQi33XYb999/vzbmdbvdDA8PqxWrNDBYWlqiWq3yT//0TwC8853v5ODBg1qpKE86NmzYuDzYFEEa0C7VElCnpqYYHBzkySefJBwOb/DIEDvReDyOz+ejWq2yvr6uPLWoM2RiUKR9MkEpv8Uof8uWLYyMjNBoNBgfH9cWWbOzswQCAXbt2qUTdZVKhdHRUfbs2UO1WiWVSmlGmk6n8fv92rTW7/cTi8VoNpva+1C02ZVKRQ2TVldXabfbWo3o9/sZGxsjk8mwdetWDaTj4+OayYqGWRrrvupVr8IYw7Fjx9i1axfBYJBMJkOz2WR5eZmvf/3rHD9+nKGhIXw+H9dffz3f+MY3OHToEENDQ4yMjDA2NobL5WJsbIyPfvSj2rjX7/dz6tQpVlZW1PLUxrUDO5ve3NgUQdoYo9V5wuXee++9PPjggwA6wed0OimVSvh8PlVSCNcrj/0iH5PlUhouATIUCjE4OEg2m2VgYIB2u83s7CyxWAyfz8fhw4e1RVaj0WBhYYEjR44wOjrK+Pg4+Xye48ePq/Rt69atRKNR4vE4g4OD2nOwWCwyODhItVql2WyqS5+oTfr9m51OJyMjI6oKEde+sbExrQJMpVKUSiU17+/Xj4tC5PWvfz233XYb2WyWZ599VtfNZDLU63Xm5uYoFAoq1zt16hT5fJ7bb79dHfCk0rNcLmu7saNHj/La176W2267TTXiNmzYuDzYFEHa4XBoyXW73WZ6epqvfe1rqkwQOgDQsmcpYimVSgwMDLBlyxbVPkum3J81i15ZvDyEghAvDpm49Pv9xONxisWiyt6KxSKrq6s6cRiLxfB4PPh8PorFonLIUiAyNDREPB4nm82qH0ggECAajVKv17VNVS6XIxwOa5GK2+1WqZ/f71cli5j6C1cejUZV0y1PCLOzs9pxRWxOO52OFt/INZuYmGB0dJRwOMx73vMe2u02R44cod1uk8/nOXHihFJIN954I4VCQQtsjh49yuLi4hX+tth4sbgWM+Vr8ZzOh00RpI0xmj3efffdnDx5kmAwSLVapdPpqJOb9C+UKj0pQBEeWrjrfs2vqCBECud2u9mzZw8ul4tKpUKz2dRsVwKy2+1m69atrK6uEo/H2bFjB0NDQwSDQc3WxRDJ4XCQyWTUkU90zFLVKF4YEqzT6bS634lSRJ4Ems2mjt/r9WpmXq/XGRkZ4cyZM+zcuRO/36+Svv4GtQ899BDbt2/XSdV0Or2BApKnFJlQhK4SJJlMMjo6qn4h0k5MGhTceuuttFotxsbGaDab/OzP/uzl/5LYuCCIjegrJYC9ErApgrQoEK6//noGBwc5deqUSuFESSEaZ6nIk07ZMpEm1XpCKfSb1/d3kXE4HNpOSygL6YUYiUSYnJzUTirXX3+9KjGcTqeqKtLptCokBgYGGBgYYGFhQY2bqtWq3mRCoZAGXZnw7OfXxenOsiy1Iu1f1ul0iMfjWnVZq9W0VZdMdFqWRSqVYmlpiePHjxOPx0kkEmzZskUD/+rqqnZWicViWrAyMzOjksPrr79er2O1WtVxSuMDt9utrnw2rg7Y3s9XPzZFkBY99IEDB/jSl76E1+vVdlkyodhoNBgZGVH9tDjLwXNZsvC0sk9gQ4AWSPYqFMPw8LCWZfdbedZqNZrNJpOTk5o5iyzOGLOhzdT+/fu1Y3kwGNSKyEKhoB4fUugi4xVTJilP738ikBJvoTXk5mOM0YrCfD5PsVgkGAyqZ7aY+UciEQqFAo1GQ7N4gNe//vV6/FQqpUqSyclJvbbNZpNIJKJeHrlcjnQ6zejoKNFo9NJ+GWzYsLEBmyJIG2O44YYb+PznPw/Ajh07qFarpNNpkskk2WwWh8NBsVjUrFq6WosUbWxsTAOSaJ8lsz47UAtNMjExQTab1aDYXygi3tTT09MEAgH15BB1iUxOQldp0d96qtVqkUgktEhFjl+tVjWTluxUbhiS1UuxSCQS0ZuCbC/l3OFwWGV5EnxLpRLxeJx6vU6hUKBUKqmPR6VSoV6vc8MNNzAyMqL89MrKCtFodEOzXXktBlfBYJCVlRWOHDnC0NDQhiYINq48Xknc7CsVL6YRrRN4HFi0LOutxpgE8BlgCjgDvNOyrGxv3Y8A7wXawC9YlvXV59t3KBTi0KFD+P1+fD4fS0tL/NAP/RBPPPEE4+PjpNNpbQYgk3wSfLdu3Yrf7yeTyTAwMECr1aJSqWj2KOoJoUDEy0LMh8bGxjZ0UJEgJ5xtPp9XNcXy8rK2tZIJOkD5bCk1r1ar+P1+pVCk+CYQCCjPHovF1GsauhpuGXM/RSP7zmQy+vQQDod1wlBoF7EUjcViDAwMUCwWNZMWM6Yf/uEf1kAsPP83v/lNbrrpJnUNFIMruXbtdptEIqHabBubAzaN8crBi8mkPwg8C0R6f38Y+JplWR8zxny49/eHjDH7gB8DrgPGgH80xux6vhZa4k2RzWaJx+O4XC6+/vWvc/PNN1MoFHjd615Hs9lkx44dnD59WrPPQCCgWenOnTs1WIlZEaCTav2dTERFIjpgKaKRwhPRXjudTrU+lUAnCg3xvJDMWoyeXC6X+oSIZFBKrvtpGalwrNfruq3I40Rd4XQ6tb2VeG2IwkMke8LPA8qJW5alxx8fH6fdbjM5OakThs1mkyeffJJGo8Hb3/52dQaUDFueRPonXaPR6AbtuQ0bVxqvlKeIC+0WPgHcT7cl1n/oLX4bcE/v9ceBh4AP9ZZ/2rKsOnDaGDMD3A48fL79l8tl9u/fTzQa5cCBAzpxNzY2psZFMzMzLCwsaPZaLBbVo8PtdrO6uqrZtQTmfo20KC4A7bYdiUSYmpqiUCgQj8e1IEakeq1Wi6GhIeV+a7UapVKJcDhMPp/XwC++1EJlSBm1lF6LA51wvuI+J45+UprtcrnUOU+oCpHPSRcYOd7a2ppK+YR+EV+TTqdDNBollUqp+mPfvn16M1lYWKBWq3H99dczOTmp8sR+igjQ3+FwmPn5eQKBgFqd2rBh4/LgQjPp/wH8P0B/q+hhy7KWASzLWjbGSMuOceA7fest9JZtgDHm/cD7ocu/VioVdu3axdGjR5mammJkZARjDPl8HpfLxf79+1lbW2NmZkb9LCTTheey01qtptRGrVbTJrHSz7BWqzEzM8Pp06dVqdFqtbR11cTEBLVajcnJSTqdDmtra/j9flwuFwMDA6rPFmN/UU5IybR0Vzl58iTRaHSDd4gEepnYk5tIs9nUSbyBgQEALWzp7+zS34Emm81qb0MxnEqn00Qi3QedarWK1+tlYWGBiYkJVW3U63XK5TKJREK7rEgwFkWHUEEie5Snj0KhcIFfFxs2bFwsvGCQNsa8FVizLOsJY8w9F7DPczWttb5ngWX9MfDHAKOjo1Yul2Pr1q3s2bOHsbExPB4P3/3ud9m2bZu2u5qdncXj8ZBKpZQflWo+6RIOz03kARqw5UckfTfccINm1v1qC6nSW1xc1Oa1oqMWTluy1UwmQzQaVQMlydiXlpaIxWI6KSc3CqELqtWq9jusVquMj4/rpKJQLlKAU6lUcDqdlMtlnchzOBxKXeRyOd3P4OCgGkvJE0gsFmP79u16bZaWlqhUKpw6dYp9+/Ypvy1NbuWayrWSG8Dtt9/O8ePH7YlDGzYuMy4kk34N8IPGmLcAPiBijPlLYNUYM9rLokeBtd76C8CWvu0ngKXnO0CtViOXy/HNb36T17/+9SwtLREOh9m7dy+tVkuzyW3bttHpdLT6UCgPKdQQnlcoAtEhF4tFAoEA4XCYRqNBvV5nfX2dbdu20Wq1yGazeDwenbiTri/iQy2UifDLEsyMMaTTacbHx2m1WtqkVWgD8W+W7irS9aXfACqZTGo5ttwMcrmcOv6FQiHy+Twej4elpSXlm4Uv7qc/+o8NXcXH9u3b9bwajQZPPfUUhUKBAwcOMDw8vIGvl5uITKL2l9OLt0ixWLyAr4yNi4VXCu9q4/x4wSBtWdZHgI8A9DLp/2hZ1k8YY/4/4D3Ax3q/v9Tb5AHgU8aY36E7cbgTePRCBhMMBqlUKmSzWUqlEouLi+zatYtkMonX66XdblOpVIjH45TLZa2oEw5Y6IF4PA6gwVyc4iS7FoWHeDWLIZIEdunAIkqHSqWi5k+VSoVQKKRGSJFIRPsmDgwMaO9Fke31TxxKM1tRkbhcLlZWVnTyUUq/paJS1pNu4fv27aNUKlGpVLQYR9Qh4oAnVZeVSoVyuayGSMYYTp8+zalTp2g0GrzrXe/aIAXsh2ihxdip2WwSCAQYGxvTm4MNGzYuD16OTvpjwGeNMe8F5oAfBbAs6xljzGeBI0AL+LnnU3ZANzjHYjESiQTNZpPBwUGi0SgjIyM4nU6KxSITExOMjY3xzDPPcN1115FIJDa45pXLZVKplHo2S1B3u936+C6BLZFIkEql8Hg8hMNhlbE1Gg2dNJR9SLYeiUS0KlAy3lAopG52Q0NDlEolzZahawwlBkexWEwd8cQpTybpJCDLRKKY/8u+pF3Y4uKiqj4qlQqBQIBisaiGTlJIIyqNbdu2MTExoVTMysoKyWSSRqPB7//+7/Pv//2/JxKJqPKkv8O53FjkmjkcDvbu3XtZgrQx5gxQpCvhbFmWdetLkXwaY24B/hzwA38HfNC6iu4ytszOBrzIIG1Z1kN0VRxYlpUG3nie9T5KVwlyQWi32+qwJu2ihoaGyOVyzM/PMzU1RSqVIhqNsnv3bprNJidOnCAUCqlbm8/nI5lMqjpCMuD+SkLJhE+fPk2tVmN8fJz5+XnldkOhEMVikUajwdDQkOqJo9GollIDGhTFGEqOJd24RZ8cj8cJBoPa2XtlZUVbfwmPLpI44aSFC15ZWdGblBTOiJ67UqloVi5+GxMTE5q5CzXSz7vPzc0xNzentEqlUiGdTiutI+cikOKadruNMUbtSi8jXm9ZVqrv75ci+fwDupPT36EbpO8D/v5ynoQNGy8Xm6LiMBgMqmm9ZVkcOXKERx55hAMHDrBr1y4t5lhZWWHXrl3MzMzgdDrV49jpdBIKhbR3ocjRstms6o77u72MjIyorC4SiRCLxdiyZQvr6+vaeVu46UgkQqlU0qBZrVZZWloiEAhQKpVUFpdMJpmdndVKQ9EpS9/DcDhMrVbD4/Eozy2ThDIxaFkWa2tr2i5LJgWlOEcm7frpiHq9jtvtJpvNUq/X1T1P/LhFiXLixIkNBTYyRpmYFBmg/IiiQ44D8PDDD3PixIkr8yV5kZLPXjYesSzrYQBjzCeAt3OVBGk7i37xuFb5+00RpMvlMh6PRztki3ZXfC/q9bqWQDcaDSYmJtTXORaLaUlzs9nk2LFjTE1NEQgESCaTVCoVNTwSFUQqlWJlZUW7oDSbTWKxmLrO5fN58vm8Lhcqo1QqkUwmlWqRzFi0zlNTUyoZFPtSmQCUsnZRl9RqNa1GlJ6Doo1OJBK4XC5tHivVlkKNrKysEAgENMBLoBZteKPRYHp6WiWBq6urejMTTnptbY3Xv/71mr33N0jopzrEyMrj8fDGN76RgYEBfu/3fu9SfyUs4P8aYyzgj3pKoBcr+Wz2Xp+93IaNqwqbIkiLadDIyIh2yxZvCin8aLVaTExMqFFRpVLhR3/0R7VZQKfT4Stf+YpacQrHLNI3KRaRHobpdFoNlCRznJqa0sm/YDBIIBCgVqupZ7RorSXQSzWiqDqksWw0Gt3AMwvVsmXLFrLZrFYkCgcsXtoi4RPLVEDpBnG/c7vdhMNhMpmMZsDCGcvNZGJigng8rpz3wsICIyMj+Hw+UqmUOvL1F9EASo2I9E4mVoU+kh6LlwGvsSxrqReIHzTGHH2edc8n+bwgKShs1OxPTk6+2LHasHFJsSmCdL/B0NzcHPF4nLm5Oe3RFwqFWFhY0KA7Pj7O8PCwmvxL8BWtb6PRUNN7UXUIdy1FLkJ3CE0ipv2NRoPR0VHNzPuN/2Vffr+fZDKp0r5AIEAul1N7UqFfRPomme/AwICOWQK6OODJ8URZEgwG9fj9PRqlWlLkhLVaTSch5WYm/LmsOzMzo37XIiWcnp7G7/dr5u1yufSGIIFbdN7NZlOv/eWQ4FmWtdT7vWaM+SLditUXK/lc6L0+e/m5jqea/VtvvfWqmVi08crApgjSbrdb+/eJ451I1ubn51VjPD09TSKR0Im0tbU1feyXybhms8nMzAz1eh2v18vExIRqfsUxz+VyEYlESCaTrKyscPToUZxOJ6urq+RyOVVziK1oq9UiEAiouZMUuUxOTuL3+1WVUq1W2b59u2ai0NUq+/1+vF4vmUxGs9dKpUI4HNaWWKFQSCcRw+GwqkBKpRL1el0zbr/fr8tHR0c1M5fjx2IxpXHk5tTvK+3z+SiXy8zOzmr3GZlYFamfSPL6C2Ogq8nev3//Jf0uGGOCgMOyrGLv9b3Af6Er7bxgyadlWW1jTNEYcyfwCPBu4H9e0sHbsHEJsCmCtAS+SqXCxMSEZpYej4fh4WE1IapUKuTzeVZWVtiyZQulUonh4WF9XD9y5AiPPvqoKjx8Ph8DAwPccsst3HvvvUpDSEuuVCqlpdTxeJx0Ok21WmVhYUHLr4PBIF6vVxsFeL1eVUSEQiEsy2J9fZ1YLIbf79eCD5m8dLvd6s0s/LqoUoQrj8fj2jRWVB8i7RMv6nw+rz4cMoGYTqcpFousrKwwNTWFZVkMDQ3p9ahUKnz1q19Vf5KRkRGCwSDlcplwOMzf/M3f8L73vW+D1wmg2bQEa5lElb6PlxjDwBd7Tw8u4FOWZf2DMeYxXrzk82d5ToL391zkScNrdaLKxubCpgjSktkKTzw7O6tVh+Pj48rvulwuDYztdpvBwUHm5+fVHvTgwYMsLy9rsHM4HMzPz3Po0CH++q//mh/4gR/A5/NpteGuXbt4wxveQKlU4uTJkxSLRVKpFGtra1QqFXK5nEr4hIseHBzUDirDw8OMj4+zZ88erW4sFAoMDQ0pNSITg9Jmq9FokM1miUajSo+Uy2VisZgWjkhHl1KppE8NonyxLEsz6E6nw5YtW+h0OkqRJJNJoEuNyMSqNCc4efIkAwMDHDp0CGMM73vf+9QjpN/9ToI0sEHxAXDTTTdd0u+CZVmngBvOsfxFSz4ty3ocuLSp/1mwA7eNi41NEaStXvunQCBAq9VifHwcp9PJE088oRWE2WyW4eFhjhw5wsDAAMFgkEwmw5kzZ5ibm2NpaYnFxUUsyyIYDKq3dKlUotlsks1m+fKXv8zOnTt585vfzMjICOl0mk6nw/r6OqurqzqZd3b5c6PRIBgMamGKGBClUinm5+c5ceIEg4OD7Nmzh5GREXK5nAY9keotLi5Sr9c1qEoH70gkQiaT0WCeTqeJxWLq9ywVipKdA2QymQ1traQcfvv27TpJWiwWlTqSYwN84xvf4K677uL+++9XqSGgFJPcAOVzERpE6BPbqvTiwu5JaOOFsCmCdP8EmNvtplQqEQqFGBoa0u4kwWCQ5eVlarUai4uLpFIppqenWV9f5/Tp0xw7dkwDTjQaVbMh6SZy6tQpFhcXdVLR6/UyNjZGMBgkkUiwZ88eqtUq4XCYRCLB3NwcTz/9tCo8xAFO6AIZtyx3Op0cOXKEbDarEj3hwY0xKhvM5/PKUYv7nhTwuFwu7UYuTw/9XhqNRgOfz6cFMmJRClCv17WTOsCxY8f0aUToHfEEedOb3qSFK/1BWlqPNZtNDciSXUuJvM/nu0zfimsfthbaxoVgUwRpyV6z2ax21/b5fBw/fpyRkRGGhoZYW1tjYGAAt9vN4uIikUiEcrnMiRMnOH36tCoSQqEQw8PD7Nq1i61bt6pN6crKCp1Oh5MnT2rwf81rXkMqlWJxcZHFxUUtya7X67RaLUKhEKlUSrNoWV6r1bSFl2S5Ukm4sLDA0NAQu3btIh6Pq2wtnU4zOTlJoVBQDbXI/gA1kRKvDfEdkUxZ2mGJCsTj8ajHSaVS4YYbblAuulwuMz8/j9vtVrc84cK3bt3K/Pw8iUQCQK1SZ2Zm2LFjh2bnLpdrQ+d1kSvKhKgNGzYuDzZFkC6Xyzz88MPqb7Fv3z7y+TyZTIZUKsVrX/taFhYWtAjFsiyuu+46HnvsMebm5pR+qFarTE1NsWXLFkZHRykWizz77LOUSiXy+TyAyslqtRqhUIhsNkswGFRdtOiOZQIxFAoBbOj9J51koJtB5/N55b+FKllaWiKZTDI0NMTw8DCJREKrD6WSTzJtaSQg9IyUfktmKxK8rVu3ahl4LpdjaGhIzY+k0tEYw8mTJwHUK6RcLuP1erU57Sc+8Ql+5Vd+RWV55XKZP/mTP+EHf/AHue222zQbl0xeJg5F7WHj5cHmra8crkZ6aVME6VarxZ49e1hfXycUCrG8vEwwGGTPnj2kUimKxSI333yztrGSwDE/P08mk+GHf/iHWVxcVGXHwsICpVKJsbExWq0Wx44do1Qqqca5Uqnw1re+FUAzXakATKVSDA0NsXv3bkKhEEeOHNEOJ9LKSqgK4WeNMaytrWnvwlwuRz6fZ319HZ/Pp1I9p9PJ2toa0WhUKxhFpyzKEbkpxONxisUi6XRabySHDx8mFotphaNMpg4NDakPSD6fZ3Z2lnA4rDpwaXZQqVRwOBy89rWv1W7oDoeDYDDIb/zGb2jrL5lIlJsEoPSHuO7ZeGmwKQ4bLxabIkgHAgEymQylUolYLKYZ3/bt2xkZGeHZZ5+lWCyyZcsW7dh9+vRpstksxhj27t3LyMgIDz/8MKdPn+bAgQPcfvvtvPGNb+Shhx7i4MGD2nXE5XJx8803Mz8/TzabBbrmQ4ODg8zOzm5ou+V2u9m3b59WMIqiQlpfpVIpIpGIloJLAGs2mySTSXw+H2NjY1pgI8ZLkvlPTU2pDaoEx0wmQ6vVYn5+XrXhnU6HVCqlHiZer1cd89rtNsPDw3rcpaUl3G43hUKByclJ6vU6+XyewcFBKpUKJ06c4K677tICIDH1l7H3qzkcDofy90KBXEUmcjZeoXgpTyqb+elmUwRp0UBblsXRo0fZsWMHo6OjfPvb36ZQKGij1OXlZdbW1pienuY73/kOtVqN/fv3s2XLFt7whjewsLBAp9PhLW95C7fddhvxeJxms8knP/lJnWyzLIsbbrhBjfNzuRyVSoXFxUXGxsaUBvF4PBSLRbUJlYIbaVLrcrm47bbb1DRJLEBFetdqtTZ4SItuWrJUaRgr+mNAj5vNZtm2bRvLy8t6AxgcHOTUqVO4XC7W19d1LMPDw1qVWK/XOXXqlFqhLiws4HA48Hg86kUizWnluDLx2B98pTLR5XJtqKKU8nAbNq5l9AfszRC8N0WQFgOlQCBAPp9nfn6etbU1JicnWVhYUD+FoaEhIpEITzzxBOFwmJ/+6Z9mfHycRqPBwMAAv/mbv4nL5VIpnZSV79q1i9nZWVZXV/nABz7AXXfdhTGGcrlMs9nkpptu4oEHHmBhYYHh4WEKhYIGo2KxSCKRUAtTmTjz+/0q+ZPyarfbrdytUCKdTkf9OKRPoUxKulwujh07ps57AwMD6lHt9/sZHx/XJgjlclkbEezfv5+ZmRmq1So33nijdk5ZWlqi0+lo4UuhUFAaxO12a0Wi3+/XSsJzBd3+bur95fHSyNaGjWsFzxeENws1tSmCtMjNZmZmyGazTE5O4nA4mJmZUWe6paUlTp48yeLiIlu2bOHee+9l//79lMtlHnzwQV71qldpVihcqrSaCgaDLC0t8Z73vIcf//Ef18k78auIRqP8+I//OH/0R3/E/Py8yvZEEdFoNAiHwxQKBaUOcrmc9hGUrFPKsIVCEGVJJpPRVlXlclmtQuv1OolEgrW1NdxuN8eOHcPn8xEOh5UiEW+SdDqt/tCrq6vEYjF27Nih1Y/5fJ50Oq3yv8XFRaUpBgcHtYx+x44dG+iM/qArVYaS4YuiRQL6Zao4vGaxWf7pbWzEZv9cLihIG2NiwJ/Qrd6ygJ8GjvEiO2U8H9LpNPPz8wDMz8+zfft2stksJ06cwOv1qnfzT/7kT/K6172OaDSqXbQDgQCPP/44t912m9IYYhoUjUb5d//u3zE7O8s999yjvKoxRttWdTodxsfH+f7v/36+8IUvqOGTdHaRcnQJ7IVCQX023G63Bm2v10s+nycQCFCpVDSTDYVCqveWfUiTWcuyCIVCdDodJicnlfoRXjkej7O+vs709DSNRkPLx40x7NixA3iuunB2dpZkMkm1WmVyclJvBIuLi6pgGRkZUR9tqSwUqkM6jIsXihTkCDUjlqo2Xhw2wyOzjY24mj6TC82kfxf4B8uyfsQY4wECwC/z4jtlnBPtdlv5z0ajQaPR4MyZM6ysrLBt2zZWVlbI5/P83M/9HHfffbdK5aTI4o1vfKNWHJ44cYIzZ85w4MABdu7cSTAYZGhoiMnJSZ1gA5SGAPQxPhaLkc/nqdVqjI2NabBqNpvU63Xi8bjyvf2cc6lUYm5ujkKhwO23367UgpRcC10hDQRElQGoYZLolp1OJ4ODg5w4cYJOp8ORI0eIxWLMzMzoE0C9Xmfbtm0bqguXlpaU8xZHPNFjS7bcaDSIxWIsLi6qMZUxRrNj8asWSLYt/HV/QLdhYzPjapTanQ8vGKSNMRHgLuCnACzLagANY8yL6pQBPHy+Y7TbbY4cOaKKhOHhYYaGhlhaWlKd8w033MD111+vvG9vLBhjCIfD7N69G2MMb3jDG8jn83Q6HYLBIB6PRzPeU6dOMTo6qtsKJ9vpdLR57E033cR3vvMdBgcHtbNKuVzWXotCzfRbibrdbnbt2kU+n1dHvGg0qlpqn8/H8vIyW7ZsodVqaVl3o9EgFApp41jp8iLn2H8DkEa30pNw7969eu1mZ2dZWVlhcHCQTCajlYgyvrW1NVqtlrbzWlxcZNu2barwkP6G/ddVnkaE9hDJoT1xaONaxWalPS7kP247sA78mTHmoDHmT3oWkhs6ZQD9nTLm+7Y/Z0cMY8z7jTGPG2Meb7fb6oV8/Phx8vk89Xodh8OhpkvveMc7tG2UBBGhJKQTimS3/aXQYvA/NDSkHU8A9Z6W/oOlUol0Oo2MpVwuk8lkePrpp2m326o3FtpCJhIzmQy5XA63200ymdSAWKvV1MFO3j9+/Lg2CBAp3uHDhzlx4gQrKytUKhXlfeXc19fXcbvdGGNYXV3lzJkz7NixQxsFtNttjh07puMOBAL69ACQz+eJxWJks1ni8ThnzpwhGAzqRKB4dchTg1Q3rq6uKt0DqALllTxxeK5/4hf6x96s//ivFLzU67+ZPrcLoTtcwM3Az1uW9Ygx5nfpUhvnwwV1xOg3Wo9Go1YwGNRs9hvf+AaBQECtOO+66y7tNCK2mhJgpBhjeXkZv9+/ocCkUCiwuLjIs88+i8fjYdeuXRvsN6XMuV6vs76+ztGjR4nH49pBXKoMxfoU0J6BYoUqRSr9XcAlU5b9rq+vs3XrVpxOp/Y3XFlZYWFhQU2Ostksu3fv1sIT8ZWWRrder5d0Ok0ulyOZTOqN6syZM5RKJQYHBzlz5gyNRoNoNMqRI0eIRCJEo1GWlpYYGhrC4/FQLpcZGxvb0KVcfvqvndAc0lpL6I5XcpC2YeNK4EKC9AKwYFnWI72/P0c3SL/YThnnRaPRIJ1OEwqFlKrYtm0bDoeDHTt2kEwmNaOToCGdsyUzHhoaYnl5Wd3eyuUyR44c4dChQySTSV73utfh8XhUQifl35I95vN5xsfHqdfr3HbbbRw9elRLun0+nwaqUChEJpPRYCw3C6lWdDgcDA8Ps76+DnSrE6PRKOl0WicFBwcHabfbRCIRVlZWVLI3MzNDp9PRcRYKBWq1GqdOncLn8zEyMsIb3vAGIpGITjx+7Wtfo9FosLq6qiXlgUCAeDxOo9Gg0+koPz4yMsLa2tqGruD9tqQiD5TX4mUi5y7r27BxNeFiTBJeyYnGFwzSlmWtGGPmjTG7Lcs6RtfT90jv54I7ZTzfMaRQolQqMT8/jzGGQ4cO4fP51JJT2muJxrefm2632+pmd/LkSeVXM5kM9913H8lkUpu/yiShZKJf//rXyWQy3HDDDSQSCUqlEjt27NCxiL9FLBbTxrgjIyMsLCxoAPZ4PMp3Dw0NaWXi+vq6NtWVyUSHw8Hs7Cztdpv5+XkmJydVRZFOpymXy2zdulWLUOQJwOFwUCgUmJ6eVoXKd77zHb797W9rL0in00mhUNBJzlwuRyqVYmBgAI/HQyQSYW5uTj5XoBt0s9ksDzzwAEtLS4RCISKRCPfcc4+66tl89EvDZnpktnH14kLVHT8PfLKn7DgF/Bu6fPaL7ZRxTogXhcfjYefOnaRSKarVqtqWFgoFMpmMSuEmJiaYnJzcoD4ACIfDnDx5klAoxOzsLHfffbdmgaJQEO613W6Tz+f53Oc+x5EjR/i1X/s1brzxRu1ectNNN/H0008rH3z06FFtU7WysqIFM5lMRjtuLy8vs7CwoM52g4ODrKysaNstMY2S7jADAwNawRgMBtUzu1arqfNeLBbTgpmbbrpJM+RyuczTTz/N/v37CYVCzM3NUSqVtN9hLpdTpczMzAz33XcflmVx+vRprrvuOlWBtFotvva1r7G+vs7w8DArKyt8+ctfZnJykt27dwNscL6TjNrGRvQHZDs427iYuKAgbVnWIeDWc7z1ojplnA+1Wo2dO3eyuLjIjh07yOVyeDwejh07Rr1e54YbbmD79u34/X7y+TynTp3i9OnT3HXXXRsoD2MMN9xwg2qORe4mDWAlExQ++ktf+hKPP/4427dv58CBA4yOjqpsTjLR0dFRVldXqdfrrK6usri4qJ7TwtPOzc1pr8BAIEC5XKZWq23omJLP53G73YyNjdHpdPD5fDQaDXXxm5ub48yZM1r0Io6AgUBAbU2np6eVa3/22Wd18rBQKBCJRLSqcW5uDpfLRblc5syZMzqJuLS0xPz8vHYLFz+STCaj68rTw4EDB7SSUaxR5brZsHG14Wq+cW6KikOn07nB5CiXyxGPx+l0Otx8883ccsstqpRwuVx85jOf4fOf/zwf+tCHuO+++3Q/EoQlc/b7/aTTac24Ac2sc7kcX/nKV6jX61SrVZaWlhgZGdH1xJ1O1BpCP4yNjWmH72q1SrvdxuPxqPSuXq/z5JNPUq/XNehns1kNqOKWV6vVNEN1Op0YY4jH4+pPXSwW1W/D6/UyOjrKyMiI0jzlcpmBgQGeeuopxsbGyGQyqjip1+ucPHlSqx93796tJfd79+7lD/7gD/jQhz5ENBrlqaee4u6778bj8fAv//Iv+P1+Go0G8XhcKaFWq6UeJnaQ/l5czQHAxubHpgjSLpdLfSfEnyKfz2NZFjfffDM7duzA7XbTarV45pln+PznP0+73eZjH/sYHo+Hu+66S0ugBY1Gg2azyenTp9WvAtDijSNHjjA3N6c2o0899RS33HKLVtqJflq6tVQqFXw+H5lMBuhK+FwuF7t27VJ7VGkGkEgk8Hq9TE1Nkc1mOXz4MKurq+rZIRlvqVTSdl8y6SdabPEVGR0dpdPpcOedd+J0OrXLzOzsLIBOWPZ39U4mkzidTu20Pjo6is/n4/DhwywvL/PZz36WN7/5zbz61a9m9+7dLC8vs76+Tj6f5/u+7/uU8pFrIXSSXFcbNmxcPmyKIC3GQ9FolMXFRbXQHB0dZXx8XP0ryuUyH//4x1lZWSEej1OtVvmd3/kdtm7dyvbt27U4pd1uq1fzvn37tDJPsuj5+Xm+9a1vEQ6HVUfcXwptWRb5fB6Px4PX66VcLuPxeLQnosvlYuvWraytrfHss8+qU5yUVB8/fhxjDMePH2f79u1MTEwwMzOjumZ4zmmu1WpRLpe1cYAxRhvXik/H/v379RipVIp//ud/1iKdUqlEtVqlUqloA9vV1VUtdW+329p3cWBggH/+53/WVlm1Wk25epkITafTvOENbwCeo4Xk2ol9qw0bNi4fNkWQtiyL1dVVKpUKLpeLgYEBTp48yfj4OIODg2r/+eCDD/LNb35TKwnFZ/nP/uzP+OAHP0g8Htf9eb1evF4vgPpzdDodZmdn+dznPsf4+DjT09PkcjmCwSAzMzMbijpmZmY0axSjITEqajabnDlzhsHBQe0+Lt4ekiWLykKaxEpwW1xcxBiD3+9ny5auUlE6n0ejUW0e63K5WF5eJp1Oc9ttt+k1mJ2dVc8Rr9eL0+lkeHiYZ599llAoxPr6ut4AhM/fu3cv2WyWZ555hlOnTlGpVHj22Wd5zWteo2oOeXo5efIk73znO1X9IT4h8tMv37Nhw8alx6YI0u12W72bY7EYJ0+eZMeOHbz2ta8lnU5rl5F/+Zd/4d577+Wf/umfdHIuEAjwrW99i1qtxvvf/35GR0eV+hBDIAk4hw8f5sEHH+T2228nEokwODjIzp07+eIXv8jKygrlcploNKqctSgvxNVOWlGFw2GdxJTSb5HFSTcWcaOrVqsUCgVCoZAW3gDazVz01hLYxWo1k8lgWRavfvWricfjlMtlLMvim9/8Jvl8nna7rY0FSqUSExMTzM3NaVOCWCxGo9Hgjjvu0JuKTHiePn1aVScyplwux/T0NFNTU3ouwpVLibnc/GzYsHH5sCmCtDFGVRGpVIrbb7+d97///eojXSwW+dKXvsSTTz7J1NSUmhYZY6jVakxMTHD69GkeeOABxsfH2blzJ7FYTLtwVyoVlpeXOXPmDK95zWsIBAKsrq7y6le/mu/7vu8jHo/zhS98gXQ6rRWAy8vLNJtN9fWwLAuPx6Pdw+v1OsViUX08IpEI0PXpKBaLKikUuZ0U4JTLZUKhkBbAuFwuRkdHmZubo16vk06n9brs2bOHW2+9Vb01HnvsMWZmZvD7/QSDQdLptJaXS/PeTqdDJBJRj+uJiYkNJkpSwbhnzx4ymYyWmReLRZLJJK9+9atxu93KyfdXd0oBkQ0b1wIudMJX1rtSBS2bIkhDl5cOh8PceeedvOpVr9Js2Ofzkc1mefTRR3E6nRw7dkwnFcX8R3oUVioVXvOa1xCNRgkEAqpxFnlcPB7n0UcfJRwO86Y3vUkzyLvuuot//Md/ZHV1lW3btmkWLpK6SqWC1+tlZWVF7VGFkhgcHKTZbLK+vk6xWKRSqRAMBimXy0xNTakaQprERqNRxsbGNIuNx+MsLy8Tj8eJx+OMj48zMTFBNBpVKkMolsOHDyvlIj7YpVKJZrOp1Y+7d+/WTFqUKNJqLJFIUCgUCIfD3HTTTaoiCQQCvPrVr+axxx7TikLp9CJot9sbuofbsGHj8mBT/MeJLvn+++/n1a9+Nddddx1er5d2u02j0eDw4cPqo+x2u7npppuUlvB6vbjdbjweD4888gh/8zd/s2FCTRqozs/P893vfpc777yTW265BY/Ho6b6wWCQyclJNRWSjirSfisej+PxeAiHw8oDy/ui0pDim0QiQSwWw+l0cubMGVWDBAIBRkdH1ecjEAhoa61AIEAymSQUClEul/Up4Y477iAWi2GM4eDBg6rCkOIeKfsWflqkfdDN6CXYnzp1SvXQ0jAgHo9z7NgxHA6H9k30eDwEg0Hl8GWiVSY7Zbw2bNi4fNgUmbTH4+G+++5j9+7d7Ny5UwszHA4Hp06d4h//8R+56aabuOeee9SM6JZbbiGVSpFOp1ldXdUmtf/0T//EysoKt956K51OR6Vtw8PD3H///bjdbpaXl9UTWgo6Xve61/Hd736XvXv3MjExwdjYGKurq2q+Lx1e0uk0o6OjpFIplpaWNFMW4yQJ+sJhDw0Nae9CaWgrQV802gMDA5RKJS18cTqdyrdDd7Lxa1/7Gqurq9rUQKgguR4yPqFTAHbu3Al0Nd/XXXcdR48eZWlpiTvuuEO9rQcHB3n88ccZGhrC7XYrbSMTrdJNRio7bZ20DRuXF5siSA8ODvLmN7+ZZDJJIBDQAHbs2DH+4i/+gunpaZrNJsVikVqtxsmTJ9m7dy/vete7OHnyJMvLy9pv8NZbbyWRSOD3+4nH40xNTeHz+VTmJtliKBTCGMPc3JxW1+3atQu/30+tViOXy6myIRqNapeTwcFB5dChS9PEYjGKxaJOsInfhfiF+Hw+zZQBpWCgO+EoDQega2xUr9e55ZZbcDqd5HI5jh07xtDQEFu3btXqylwup9x4MpkkGo2q94h0jpFJwkwmw/T0NOl0mlKpxPT0NIVCgeXlZV71qlfpzWj79u06WSgZtMvlUomklJHbsGHj8mFTBOlWq8X6+rpSC8vLy3z729/m4Ycfxul04vV6mZiY4OTJk+zfv597772XcDjM448/zuc//3l++Id/mPvvv59jx47x3e9+l507d7J7927K5TJra2t89atfZWRkhDe/+c3qbeFyuQiFQtx66600Gg1uuOEGbrjhBur1OrOzsxw5ckQLTarVKn6/XzujSJNXGZvww0LHeDweneCUAOd2uymXy3Q6HbZv364ZtViyyn7a7TZTU1MatJeWlshms8RiMaUypGWXqEek0a00mo3FYloKPjMzw7Zt26hWqywuLuJyubj11lv1JuLz+RgfH+f06dNs2bJFJwwFot0Wq1a7M4sNG5cXmyJINxoNHnnkEfx+PydOnNAuJlu2bFEONpvN0mq1+MY3vsG+fft46qmnyGQyLjrN2wAA4txJREFU7Nmzh9nZWTKZDJFIhGazycjIiE46Pvroo1q5uLy8zPj4uE6OVatVzZb7O32fOXMGh8NBIBAgEAhQKpW0QGZkZIR2u618tNAPovwQ7+lUKqUTmNFolGQyqZOAUsXXvw+fz6c66aGhISqVCu12m7W1NVWPLC8vE41GWVlZUb8OqWIU9cby8jIAd999N8YYkskkCwsLVCoVFhYW8Pl8qs/etm2bFtiEQiGlR862I5UOL0J/2LBh4/JhUwTpbDbLV7/6VZ2w27lzJ6dOneLAgQMkEgnV96bTafbu3cvc3JyqF3bt2sVb3vKWDUGoUChw6NAhgsEgqVSKm266iXq9ztjYmDYGaLfbzM3NaaDy+/3awurBBx/k2LFjjI2NkUgkGB0dpVQqEY1GteVVPB7XLiv9zVvD4bBmtEINiPfHwsKC6qUdDgfZbJaJiQlGR0ep1+tkMhkGBweZnp7WAL1161bNzp1OJ+vr60QiEa04HBwc1ElDoVzk+HNzcxw7doxarcbx48e1cMfr9bK0tKSSv0AgwMzMDIFAYINToCg5/H6/+m/bftI2bFxebIogHQwGCYfDeDwetmzZwvLyMiMjI2zZsoXvfOc7BINBzbTf8Y53kMvlOHz4MENDQ9x9991UKhXGx8dV+3zgwAGOHz/O4cOHeec730kqlWJwcBC/30+z2dSOI9FoVGkMQKV0mUyGW2+9lWKxiNfrZXFxEYfDoR1RstmsFt5ICy+/368TjPF4nIGBAeA53bTf79csVDqjSGYqcr9Go0EikdDuLLOzszSbTW1pNTg4SDqdVvMpGbNw3PIEMTY2phOZkUiE3bt3c/DgQYwxRCIRgsEgmUyGRCJBtVrlzJkzOJ1O5cyhe2MRfbT4nkh7Mhs2bFw+bAoJnsfj4cCBA4RCIUZGRnC5XLzmNa9hamqKtbU1tfPcsmULX/7yl0mlUoRCIW644Qbte5jL5VhdXSUQCJBKpTh48CC33HIL5XJZCz7EGF+6sUihirjXVatVPvOZz6ix/+TkJGNjY+zcuZMDBw4A3aw5HA4TCARoNBpaxt5qtVQxIVkndDld0UVHo1GGhobwer3fowqRcm4xR6rVaoyPj+uxksmk+kWLzajL5WJoaEgnM4PBoGqoK5UKp06dAuCZZ57Razg+Ps7Q0BCFQkGfIsbGxnjVq16lTXUlkwaUZ5e/ZeLShg0blweb4j+u0Whw22234XK5OHXqFM1mkyeeeEIpgUQiQaPRYHx8XA2JxC1vdXUVj8fD8ePHSaVSHDhwgFarxdDQEDt37mRtbY1t27YpJdHffHVlZYVSqcTY2BjVapVPfepTSnMUCgUcDgdra2s4nU6SySQejwe3260NbEW2JhV/QpuIv8XExATNZpPJyUlyuRzGGIaGhrQYZn5+nuHhYe0g3mw2WVtbo9FoaNWilMQL/TA4OIjH42HPnj10Oh31jo7H48pRS5FOvxlStVoFYHp6GrfbzV133YXH42FiYkL14kLD9BtNSaWk0CBXm8GSMeY+4HcBJ/AnlmV97AoPyYaNF4VNEaSlCOT1r389p06d4tixY8rn3nLLLQwPD3Pw4EE+//nPEwqFtF/gzMwMlUqF66+/nqNHj3L77bcTDAZVKbK2tqZFKEJpAJppRiIRvvnNb/L000+Ty+VotVpMTU1pNux0OlUqJ2ZJ9Xpds1aR/QlN4HA4CIfDNJtN1UZHo1Hq9TrBYJBWq6U8djAYZO/evRQKBe3McuLECT772c8yMjLC2NgYyWSSYrGoLnxut3tDFWSn09HWWQClUolYLMaWLVuUqpmenuazn/2sVmhKkBanQZELiqk/POfQJ5y0TC6KydLVAmOME/hfwJvo9t58zBjzgGVZR67syGzYuHBsiiDtcDg4ePAgb3nLW9izZw9vfetbmZ2dJRaLkcvlGBkZ4d3vfjeNRoNWq8XJkyfJ5XK0221uueUWAoEAS0tL7Nq1i2w2q05zqVSKHTt2aOWiBCHJxhcXF6lWq2SzWbZu3bqh84iUbMfjcQ2UAwMDRCIRQqEQR48eJRKJEA6HicVieL1e9XgWH+q5uTntKFOpVAB00k+MkaamprT5rrTGEglfIpHQ5gOdTkc9qYXuEB5bAmc8HqdQKGCMIZPJ4PF4GB4eJp1Oq93rjTfeqEoNgUjsRCPdnzGHQiGlOCTTvopwOzBjWdYpAGPMp4G30W3tZsPGVQGzGSRVxpgicOxKj+MKYABIXelBvARstSxr8EoP4oVgjPkR4D7Lst7X+/sngTssy/rAWeu9H3h/78/dnP+7eLV+XmfjWjkP2Dzncsn+JzZFJg0csyzrXD0Ur2kYYx5/JZ73ZcS5uJnvyUosy/pj4I9fcGfXyOd1rZwHXFvncj5cVc+uNmy8SCwAW/r+ngCWrtBYbNh4SbCDtI1rGY8BO40x24wxHuDHgAeu8Jhs2HhR2Cx0xws+al6jeKWe92WBZVktY8wHgK/SleD9qWVZz7yMXV4rn9e1ch5wbZ3LObEpJg5t2LBhw8a5YdMdNmzYsLGJYQdpGzZs2NjEuOJB2hhznzHmmDFmxhjz4Ss9nosJY8wZY8zTxphDxpjHe8sSxpgHjTEner/jfet/pHcdjhlj3nzlRm6jH1fbd9QY86fGmDVjzOG+ZVfd984Ys8UY83VjzLPGmGeMMR/sLb/qzuVlwbKsK/ZDdzLnJLAd8ABPAvuu5Jgu8vmdAQbOWvbbwId7rz8M/Fbv9b7e+XuBbb3r4rzS5/BK/7kav6PAXcDNwOG+ZVfd9w4YBW7uvQ4Dx3vjverO5eX8XOlMWst2LctqAFK2ey3jbcDHe68/Dry9b/mnLcuqW5Z1Gpihe31sXFlcdd9Ry7K+AWTOWnzVfe8sy1q2LOu7vddF4FlgnKvwXF4OrnSQHgfm+/5e6C27VmAB/9cY80Sv9Bhg2LKsZeh+CYGh3vJr/VpcrbhWPper+ntnjJkCbgIe4So/lxeLK62TvqCy3asYr7Esa8kYMwQ8aIw5+jzrXuvX4mrFtf65bPrzM8aEgM8Dv2hZVuF5nBg3/bm8FFzpTPqaLtu1LGup93sN+CLdR69VY8woQO/3Wm/1a/paXMW4Vj6Xq/J7Z4xx0w3Qn7Qs6wu9xVflubxUXOkgfc2W7RpjgsaYsLwG7gUO0z2/9/RWew/wpd7rB4AfM8Z4jTHbgJ3Ao5d31DbOgWvlO3rVfe9MN2X+P8CzlmX9Tt9bV925vCxc6ZlL4C10Z21PAr9ypcdzEc9rO92Z5ieBZ+TcgCTwNeBE73eib5tf6V2HY8D3X+lzsH/0c7mqvqPAXwHLQJNudvneq/F7B7yWLl3xFHCo9/OWq/FcXs6PXRZuw4YNG5sYV5rusGHDhg0bzwM7SNuwYcPGJoYdpG3YsGFjE8MO0jZs2LCxiWEHaRs2bNjYxLCDtA0bNmxsYthB2oYNGzY2MewgbcOGDRubGHaQtmHDho1NDDtI27Bhw8Ymhh2kbdiwYWMTww7SNmzYsLGJYQdpG69YGGPuMcYsXOC6f26M+c2XeJxfN8b85UvZ9nLh7GvRa/x6zyU4TskYs/1i7/dahh2kbdiw8T2wLOs6y7Ieejn7MMY8ZIx531n7DVmWdeplDe7Cjn3GGLPa83KXZe8zxjx0qY99sWEHaRs2bFyrcAEfvNKDeLmwg7SNaxrGmJuNMQeNMUVjzF8bYz5zPtrCGLO3l/3leo/7P3jWKgPGmAd7+/pnY8zWvm1/1xgzb4wp9BoPv+5ljPmnjTHPGmOyxpivnnWcNxljjhpj8saY3++N43299zbQKsaYKWOMZYxx9f7+N739Fo0xp4wxP/M8YzhjjPm+3utcj6YoGWPKvX1OGWPixpivGGPWe2P9ijFmorfNR4HXAb/f2+73e8stY8x073XUGPOJ3vazxphfNcY4eu/9lDHmW8aY/9rb92ljzPe/yEv5/wH/0RgTO8f5bbg2vWWa+feO/y/GmP/eO/9TxphX95bPG2PWjDHv6dv2z40xf3iu74cx5n8ZY/7bWcf/sjHmFy/kJOwgbeOahem2u/oi8OdAgm7HknecZ1038GXg/9LtPv3zwCeNMbv7Vvtx4DeAAbpdQj7Z995jwI2943wK+GtjjO8ljPntwC8DPwQMAt/sjRtjzADdfn+/2hvDSeA1L2L3a8BbgQjwb4D/boy5+YU2siwr1qMpQsDv9sa0SDd+/BmwFZgEqsDv97b5ld56H+ht+4Fz7Pp/AlG6XYzuBt7dG5fgDrodVgaA3wb+jzHdLrTGmA8bY77yAkN/HHgI+I8vdI7nwR10u8Ik6X6mnwZuA6aBn6B7Awr1rX++78fHgXf13YAGgDfS+1xfEFe6NYz9Y/9cqh/gLrrBxPQt+xbwm73X9wALvdevA1YAR9+6fwX8eu/1nwOf7nsvBLSBLec5dha4off614G/vMAx/z3w3r6/HUCFbiB8N/CdvvcM3fZY7zvXcYApuu2nXOc51t8AHzz7WvT+PgN831nr/6ve8sHz7O9GINv390Mytr5lFt0g5wTqwL6+934GeKj3+qeAmb73Ar1tRy7wOp4Bvg/YD+Tp3vDe17f/77k2/ePtHf9E33sHeusP9y1LAzdeyPcDeBZ4U+/1B4C/u9DvsZ1J27iWMQYsWr3/jB7mn2fdecuyOn3LZoHxc21rWVYJyPS2wxjzSz0qIW+MydHNEAdewpi3Ar/be8TO9Y5heuMYO2sM1vOcz/fAGPP9xpjvGGMyvX2/5ULHaIy5iW6W/A7LstZ7ywLGmD/qURUF4BtAzBjjvIBdDgAeutdYcPb1XpEXlmVVei/7M9cXhGVZh4GvAB9+Mdv1sNr3utrb39nL+sdz3u8H3Wz6J3qvfwL4iwsdhB2kbVzLWAbG5RG5hy3nWXcJ2CKPpD1M0s3Ev2fb3mNuAljq8c8fAt4JxC3LitHN3vqPe6GYB37G6lIM8uO3LOvbvfPpH4M563zKdDNOwUjful66VMl/pZsNxoC/u5AxGmMG6dJGH7As62DfW78E7AbusCwrQvfJhb59Pl8D1RTdRrlb+5adfb0vFn4N+LdsvAGUe7/Peb1eIs75/egt+kvgbcaYG4C9dJ9iLgh2kLZxLeNhuo+cHzDGuIwxbwNuP8+6j9D9x/1/jDFu09UI/wBdHlLwFmPMa3tc928Aj1iWNQ+EgRawDriMMf+ZLu/7UvCHwEeMMdeBTq79aO+9vwWuM8b8UG/C6xfYGFgOAXcZYyaNMVHgI33veQBvb4yt3iTcvS80mN5xPg980rKsz5z1dphuNpkzxiToBsN+rNLlm78HlmW1gc8CHzXGhHuTbP+BbjC7qLAsawb4DN3rJcvW6d4QfsIY4zTG/DSw42Ue6nzfDyzLWqA7b/EXwOcty6pe6E7tIG3jmoVlWQ26E3DvBXJ0HzO/QpcLPde6Pwh8P90s738D77Ys62jfap+iG4gywC10J4oAvkqXSz5O95G9xougIc4axxeB3wI+3aMQDvfGhGVZKeBHgY/R5UN3Av/St+2DdIPRU8ATvXOV94p0g9Rn6fLl/xp44AKGNEGXr//FPoVHyRgzCfwPwE/3en0H+Ieztv1d4Ed66ozfO8e+f57ujfEU3bmCTwF/egFjwhjzy8aYv7+QdXv4L0DwrGX/FvhPdK/ldcC3X8T+zoXzfT8EH6fLbV8w1QG9CRUbNl4pMMY8AvyhZVl/dqXHcjFgusUZf2lZ1p9c6bG8kmGM+XO6E6+/+jzr3EX3SWHqrLmP54WdSdu4pmGMudsYM9KjO94DXM/3Znw2bFxS9CSeHwT+5MUEaLiEQdoYc58x5pgxZsYY81JmVm3YuBjYDTxJdyLvl4AfsSxr+coOycYrCcaYvXTptlG6FNGL2/5S0B09Cc5x4E10dZyPAe+yLOvIRT+YDRs2bFzDuFSZ9O10heinehMynwbedomOZcOGDRvXLFwvvMpLwjgbZ7cX6JZYKowx7wfe33t9i9vt7n8P6FZDGmO6VTeO5+4nkv07nc4Nrx0OB8FgEMuyCAQCOBwOHA4H7XZb99tutykUClSrXQVMp9PBGIPP59Pjtttt2u22HjsWi5HL5QiFQjidTmq1Gh6PB6fTidvtptVq0Ww2cblcOJ1OOp0OnU4Hl8uFx+PB4XDQ6XRotVo6Tjm2ZVm0220cDgfNZlPPxRhDp9PRcdfrdRqNho5Rzq3/SUiO5Xa76XQ6G96XY/TvNxAI0G63KZfLhEIh2u02Ho8Hy7LodDo0m02KxSLBYBC3202tVqNer7OyspKyLGvwRX8rrgIMDAxYU1NTV3oYNq4yPPHEE5fsf+JSBelzCeQ38CqWZf0x8McAfr/fGhoa0sBXq9Vwu924XC5arRYAtVoNl6s7XJ/Ph8vlotFo4Ha7McbgcDhotVrcfPPNTExMcMcddxCLxfD5fGSzWbxeL6ur3WKhhx9+mEceeYRAIKDH8fm6NguNRoN6vU4ikaBYLBIKhTQg5nI5Wq0WiUQCy7JoNpvEYjGCwSB79+6l2WxSr9cpl8sEAgGuu+46IpEIlUqFVCrF+HhXS2+M0YAuQb1arZLL5ajX6ywuLtJsNikUCrTbbQ2W5XKZgYEBvfFEo1GCwSDr6+sEg0EikQjtdpupqSkCgQAul4u1tTU9Nwnw5XKZTqfDvffey1NPPUW9XmdqagrLskgkElQqFZrNJk888QTHjh1jenqabdu28c1vfpNms8lv/dZv9VeJXVOYmpri8ccfv9LDsHGVwRhzyf4nLlWQXmBjJdQEz1XefA8sy8Lj8QBodup0OjW4SJbqcDgoFouacUpgdrlcdDodCoUCpVKJTCZDqVTC6/UC3Sxybm6OYrFIvV6nUChQqVQ0C/b5fKyvrzMwMECpVCIQCNBsNhkcHKRWqxEOh9m9ezdra2s8/PDDdDodSqUStVpNM85Wq4XH4+Hpp5+mUCiwb98+jhw5QigUIhwO0+l0mJ2dpdFoMDk5ic/n4/Tp0zidTpLJpAZqObd6vY7P58PtduP1ejl8+DDQvUGVSiU8Hg9ra2sEg0Hq9TrFYpG1tTWmpqaYm5sDIJvNsmvXLhYXF0mlUgwNDTEwMECtVmN4eFgzeq/XizEGeZppt9vUajWi0SiRSASPx4PX68XpdJJKpS7ON8SGDRsXhEsVpB8DdhpjttGt6vkxuuL5c6LdbtNoNDRoSPYMUK1WqdfreL1eWq0WwWBQM+xarUYwGNQg53A4qNfr7Nq1C7fbTTqdZnJyUvcpgS8ej9NqtSiXy/h8PlKpFNFolGazSalUolqtkslk6HQ6jI6OEg6HyWQytFotfuAHfoDHH3+c66+/HmMMq6urRKNRHA4HR44cYXJykk6nw/j4OE899RTbtm3TG4LQCIVCgVQqhdPZtTg4evQoq6urRCIR6vU6TqeTer3O0NAQlmWRyWTw+XxUKhWWlpYIBoMYYwgGg1QqXUuDer3OxMQE4XCYlZUVvZkdP36cbDYLdG+G5XK3GjYSieh1jkQiSsM4HA68Xi9er5eTJ09Sr9cJBAKkUikajYY+zdiwYePy4JL8x1mW1TLGfIBuJZYT+FPLsp55vm1yuRzRaJRQKESpVKJUKtFsNpU/rVQqOJ1OXC4XtVpNs1eXy0WlUqFUKm3gVl0uF7lcjnK5rFQFsIGjlptCo9GgWCzS6XQ0AFarVQqFgvK7J06cYMeObtVosVjk1KlTJBIJrr/+erLZLENDQwwODrKwsEC73aZarTI9Pc3g4KBSIsVikaWlJcrlMiMjI8oPB4NBwuEwoVCIVCpFOBym0Wjg8XioVCr4/X7W19eJRqMbxlupVIhGo9TrdVqtFqdPn8bhcOByuXC73SSTSUqlEqOjo2QyGSzLolKpUK1Wuf766ykUChQKBcLhMIVCgVqtxo4dO6jVarRaLdbW1shkMhrYHQ4HsVjs4n5ZbNiw8by4ZGmRZVl/R9fA5QVhjCEQCNBqtSgUCvrI73K5dMJLAjCgAToajSrdEIvFqFarTE5OMj09TaFQ0ABWq9VYWFhgcnISl8uF1+vVYCyTk+12m2KxSKvVIhAIUC6XcblcGGPI5/MUCgV27NjBoUOHyGaz5HI5arUao6OjOBwOjh07xsDAgPLSy8vLbNmyRScM2+22TlK6XC6y2SwOh4NIJEIw2K1WnZmZoVgssry8TCgUwuPx4Pf7SSQSJBIJcrmcLkulUvh8Pg3QkUiE66+/ntHRUdxuN9lslkKhwPj4uFIzxhiSyaTefGKxGDMzMwwODuL3+/VaulwuzeBTqRSzs7P6vlBINmy8XEx9+G8587H7r/QwNj02xbOrZVk0Gg38fr8+chtjqNVqyk07HA7lgOWRu1AoKPVRr9dJJpPKucpEY7vd5tSpU7jdbqLRKNVqlaefflqzw2AwqAoHl8tFKBSi1WrR6XSUS4Yu7fLkk08qnSITc8YYGo2Gcrcul4tMJkO73WZtbY3jx48zNjbG9u3bcTgc+Hw+VVWsra2xsLDAxMQEnU6HgYEBhoeHWVtbo16vY1kWZ86cIZVKsb6+Tjab1YlIoYdkHADpdJpAIMDIyAgul4sTJ06o2iUSiRAIBIjH42zfvp3x8XEWFxfZtm0b7XabSqVCJBJRNUi9Xtese3R0lNnZWebn59m5c+cV+IbYsPHKxaYpC3e5XBoY6vU6zWZTudlMJkO1WlVOt1KpUC6XNVB5PB5qtRq5XI58Ps+3vvUt8vk8a2trmvk5nU4WFxdZWlpi+/bt1Go1qtUqqVRKA7rQAaVSSbPsXC6n6olkMkk4HNYsvFKpkMlkSCQSmt3Ozc2RSqVwuVwsLi5iWRalUol6vU6n0yGfzzMzM6PrBAIBDh48yPz8PPl8nkqlwtDQEPF4HOjK5CqVCoVCgUwmw5kzZ6hUKnQ6HVWGOBwOqtUq2WyWo0eP8uijj5JKpdi7dy+lUmlDNr+4uMjKygoul4vh4WG9AQr373K5lFK69957GRwcpNVqaTYuE7w2bLxUTH34b6/0EK4qbIpMutPpUK93jcksy8LtduskoGiORVNsWZZK1yR4yGSbZVkMDAyQzWYxxpDJZMjlcgQCAUKhEPV6HYfDwenTp3WfomrodDpKSQCEQiGy2Sx+v18nzGTycHl5GY/Ho5OOhUJBx71lyxYmJiaoVCp4vV4NcpVKhfn5eYwxRCIRDY4SLEOhEG63m1KpxOnTpxkaGlKePZ1O02w2SSaTKp/L5/MEg0GCwSC1Wo12u83evXsZHBwkl8uRTqdxu934/X7N1j0ejz4hOJ1OyuWyct6iYpFMemVlhZGREe69914cDgePPfYYbreb0dHRK/Y9sWHjlYhNk0mLhlcy2mq1Sq1W00fucrlMq9VSekF45FarpfSEFFyk02lKpZJqiJeXl1lfX2d1dZXFxUXy+TyNRoNGo6HFJMLtlkolXC6XBsNyuYzT6aRUKuF2uzWQhsNhotEobrebSCTC6OgoTqeT5eVlzToDgQDLy8ua4VerVbxeL/V6nXa7TS6Xo1KpqMRNJhzHxsY4ePAglUqFSqVCrVZjfX2dYrEIoFl9KBTSa+F2u1lcXOTRRx9lfX2dRqNBJpOhUqlgjCGVSqnCRCZJS6USw8PDLC8vs7q6qpl5q9UiFAqxvr7O1q1b9bxWV1c1w7dh42LBzqyfH5smSMvjuFS1wXNVhDLZB2gmDWgGLOu73W5WVlao1+uqohClQzqdBrqaYHndH+ibzSZ+v1+DtagdJNtuNBpUKhXNNiW4SqWiy+XawIlLxeLIyIgG9+HhYQCi0aiOLRqNkkgkcLvdqmapVCo6ISl0TiKRUK1ypVLRyslKpaJyRJEqhkIhAoEAXq9XOfBQKMRjjz2mMkSv16uTtCKzEy5dKhe//vWvc+LECbxeLx6Ph2q1yuDgNVloaMPGpsWmCdL9BSqAytMkAEqG12w2N2S+gP4di8Wo1WoqLRM+++TJkywsLFAsFjXzlGxX+G8pyxaVicj8hAqo1+u43W7dR7FYJJ/P02w2qVQqWoG4tLREKpUil8vRaDQol8taFXnixAmeeeYZjh49SqlUotVqsbKywuHDh5mdndWnAq/XSyKRwOl04vf7CYVCNJtNvF6vBvxgMIjX66VWq2mGLcqUYrHIwsIC6XRax1IqlfD5fDzzzDN6HsvLyywvL+Pz+ZQ2kQna5eVl9u3bRzqdxufzcf/995NMJhkZebkdhmy8UmFnzC8Nm4KTFj5XeGdRbLRaLdU1S9BuNBrKScsyh8OhJeKFQoF4PE61WuXQoUPccccd5PN5RkZGtLw6n88DaGAWxYhMVkpQBXSS0u/3k81mVbvcaDRIp9OaOe/cuZNoNKr0hJStB4NBfD4ftVqNeDyu59jpdFhYWCASiTA2NqYVh51OR7d3Op00Gg3VkOfzeSzLwufzsbS0pGqUQqGg12N+fl4rKev1OuFwmGazST6fJxqNUiqVGBkZoVgsMjAwwJEjR3TciURCVTVS7CPbX3fddaRSKdWYv1wYY/4UeCuwZlnW/t6yBN3OIlN0uz2/07KsbO+9j9DtsNIGfsGyrK/2lt9Ct1Ozn67k84OWZVm9nn6foNshIw38K8uyzlyUwduwcRmxaTJpoQiEX242mzSbTVVh9CsaJLgKt+t0OgkGg6RSKfL5PNlsFsuyCIVCWjkoColms0mj0dBjSDGJaIADgYBm0aLgECmfZNCSbcqE4MDAAKurqzz11FNkMhnW19d10lKq/wCV1jUaDU6dOqU3h7W1Nc6cOaPSQal8lElP4YRF6pfL5ahWq0oPhUIhnfgbHBxUWV4ymaTZbDI0NEQ0GiUWi7F9+3aGh4fJZDKk02nK5TKlUom1tTWy2azeBLPZLE8//TRra2s8/fTTlEol7rrrLmq12sX6yP8cuO+sZR8GvmZZ1k7ga72/Mcbso1u1el1vm//d15H6D+gade3s/cg+3wtkLcuaBv473ZZUNjYx7Ez73NgUQVoUBZJF9/t3AKqbBja4zAnFUK1WSSQSSn9IheDa2hpLS0sUi0UWFxfx+Xw6Kebz+TRQp9PpDWMQOZooRoS2ECpCONuBgQHGx8c38Mky0dhut1lZWdFA2Gg01ItElBepVIrTp0+zvr4OoKXc+Xxeq/sku5fxra+vE4lECIfD+iTh8XhUAy5Uj1wj4bBDodCGysYDBw5QKBRYXV0lnU4TDAb1pmiMwePxMDs7S7lcplwu84UvfGHDE8ZF+My/QbcXXD/eRrcPHL3fb+9b/mnLsuqWZZ0GZoDbjTGjQMSyrIet7gX6xFnbyL4+B7zRXKzB27BxGbEpgrS42EnQFSmcw+HQQG2M2cAVS9CSibVYLEY2m1V/D4fDofRAo9FQOVu73Sabzap6QwISsCEgSoCTrFtsRwOBALFYjFAopJpq4XRlYk94cY/HgzGGbDbL/Pw8S0tLSk2srKxowFtaWmJ9fV1ldXLzEGrD7XbreEX1IlLBer1OKpWi0+kwOTnJxMQE8Xgcr9dLtVrVqsTFxUXW19d14q/VavHwww+TSCSArs2p6KRnZ2fJZrOUSiUWFhY4ePAgS0tLLC0tbbBGvQQYlq4pvd9DveXnsr4d7/0snGP5hm0sy2rR7cySPNdBjTHvN8Y8box5XG6YNi4e7Az55WFTBGmBBIBWq0Wj0djg3SEwxmz4cTgcDA4ObvCYmJ+fp1wua0l3f/WhUBYSiCX4i0WpBEhAM2DxlxaddTgcRqxVhXOWIhAJdIVCQWkJqR5sNBrAcw532WyWubk5vREJv1woFFhfX9cbV71e10pDj8dDuVymXq8r5WFZlmbWrVaLZDLJ2NgYW7duJRaLael5vV4nl8thWRbz8/Mq4fP5fBSLRQKBgJboHz9+XCc3C4UCN954IwBf/vKXL8dX4Wycz/r2+SxxX9AuVxda1h9blnWrZVm32uqVKw87qG/Eppg4PBtnm/z3Lz/7RwJ1Op1WfbMUutRqNaUOWq2W6qMlS5cbgARs6Mrj1tbWVEkCz900hGJxOByEQiGi0SgrKyvUajVWVlZoNBrKaXs8HuV32+02Y2NjtFotrV6UMUDXXMrhcLC4uIjT6SQcDlOtVjly5AgOh4P19XW96Ughi9wUxAekVquxurqKz+dTLjuTyeB2u6lWq8p9v/vd78bn8zE9Pa2GTcYYnQMQnltcB6PRKAsLC+zZs4dcLsfCwsL3fC4XEavGmFHLspZ7VMZab/n5rG8Xeq/PXt6/zYIxxgVE+V56xYaNTY9Nk0mfjy7sD8iAUiDiLy2qEOFhJYj288mlUkmDstAN/Rm6TFg2Gg2y2awa/YvqxOl0qu640+loEF9dXVW52sDAAJFIhEajoROQsVhsQzm2GBv1d0wRLbOoJqS4RrJ8QHnlcrmsnVJarZaWrfv9fnw+n/LpAIuLi6qlbrVaZLNZgsEgzz77LIuLi5TLZU6ePLmhcnF+fp6FhQWdLJUGBvfffz+Dg4MsLy9z331nz/VdVDwAvKf3+j3Al/qW/5gxxtuzv90JPNqjRIrGmDt7fPO7z9pG9vUjwD9Zl5ireSVDsl87C7742FSZtASlcwXsfrmdwOl0Mj4+rgEL0OIV6GbAfr8ft9utj/XSiaW/RZfsX0qljTF4vd5zuvFJafX6+rpy0YDywslkUv06/H6/VjDKhKDICzudDpFIRLXHQslUKhXW1tYYGxtTOkNM/uUc5KYCkEgkyOfz6jdSq9V0gnR4eJhWq0UqlcLhcJBMJpmZmWF9fZ277rqLaDTK1NSUSu3C4TCjo6OqjTbGEIvFuPnmmzlz5gydTkdpj4vwWf8VcA8wYIxZAH4N+BjwWWPMe4E54Ed7n9EzxpjPAkeAFvBzlmWJFvBneU6C9/e9H4D/A/yFMWaGbgb9Yxdl4DZsXGZsqiB9LopDuGd53Z8MCV+byWR0W6fTSSgUolwuq+2myMbEZ1p4XIHosKXsPBqNsry8vIF2EQc7p9NJtVpVXba0tEomk6oiabfbxONxVldXCQaDJBIJ0uk08XhcjZVEbpdOp6lUKvh8PjweD+FweIMbnQR1KeiRIh7LspSS8Pv9ykmLgsTn87GyskIoFCIWi6nSZHBwkOHhYarVKvfccw8nTpwgFAqpTatQKEJ97Nu3j1gsRjqd5oknnuCBBx64KJ+1ZVnvOs9bbzzP+h8FPnqO5Y8D+8+xvEYvyNuwcTXjBekOY8wWY8zXjTHPGmOeMcZ8sLc8YYx50Bhzovc73rfNR4wxM8aYY8aYN7+cAfZTHVLGDWgHEfGLloAaj8d1skwq82KxGH6/H7/frxno2QEfUO8PedyH55rSWpZFoVAgn89vmHDM5/PMz8+zurqqVqWxWEwn3dLpNGfOnMHn86lOeXR0lKmpKZxOp/LHovuWNljLy8t6YxCTJwnOUhZer9c1U/f7/YyMjKhDX3/pvFi6JpNJUqkUJ0+eZGBggHK5zKlTpygUCiSTSYLBoOrQfT4fe/bs4Y477lAlyNTUFIcOHXo5H6cNGy8Jr2Qa5UIy6RbwS5ZlfdcYEwaeMMY8CPwU3cKDjxljPky38OBDZxUejAH/aIzZ1fd4el70B83+7LmfmpAfCZQSoIXLlcnDfD6P2+1mYGCAVCqlSgyZIPN4PEo7SOm5HEcq82RiUo4nTnniqSEVkcKLLy0taeGMz+dT1Yc0vBW/Dsl2JyYmtDAmHo9rKbvb7WZiYoJSqaQabXjOfCoej2OM0ew3l8tpi6zh4WFSqZTetIQqESvTdDrNnXfeSSaTYXR0lGQyyfLyMul0mlgspudcr9d53eteh9/v59FHH8XpdLJnzx5KpdIFfGVs2LBxsfCCQbo3OSPa1aIx5lm6GtS30eUUoVs08BDwIfoKD4DTPU7wduDhFziO0g79gRnQST55H7qZdDQaJZPJMDExoYZI/YZH/V4dEnikWEb8Ovo12pZlacFKOBzWjLXVamnZtWi5JcALNSAdySUoS8bucrmIRCIAxONxbenVbDaVCgkGg5TLZeLxOH6/X13txE9bNNvZbJbR0dEN0sBwOKxViTJBKD0Zpery/8/en0dHep/3nejnV/u+ogqFHY0GGuid3c3mvkiirIWSZcmynDiJ7SR2dGzHN56bmTuWc3zGWecoMyc+ScYTZ3Sz2XF0JcWyrCWWZYpaSHFvsptkb+jGvlah9n2v9/4B/B6hKZJqUmQ3mny/5+AAqC6g3ipUP+/zfp/v8/0qpcROVVM1DoeDCxcuiG2pPgnpDMgTJ05w5513yut93333SYK5CRMmbhzeECetlBoHTgDP8IrFA6XU7sWDp3f92O4Fg9f73cK76qKqi7N2wdOX4prmMAyDBx54gEgkwlNPPUUqlSKTyTA1NSVStG63SzQaFa55eXlZOnYtj9ut9NAdqsfjoVgsynHt9pzWJwut1NA+GeVyGYfDIVSDXtnWNqeNRkNivrQ3CSBf7+7yG40GiUSCSqXC5OQkKysrjI2Nieudfh00DbNbS221WnE4HBQKBXK5HMVikcHBQWC709ZGTfpqQxdzrUvvdrvcfvvtuFwuVldXyeVyHD16lOeee840/Tdh4gbjuou0UsoHfBn4nwzDKL3Ohu11LREopT7NtufCD++0c4m+W16n+WBtv6mTUbRSQq9p6w40FApJdxmNRqW7rFarMpBzOBxCYey2Pu12u6Lq2J2BqAv5bu8QDS2x08XcMAyy2awc/8bGhnSn2jN6cHCQ1dVVer0eq6ur0oEbhiGKkP7+fubn5xkeHpbiryWBeq1dZx56vV6mpqZkVX1ra0tsRbXjnfbbDoVCDA4O4nK5OHLkiEgUdTeu48r0wDKbzTIzMyMJMUePHr3et4wJEybeAlxXkVZK2dku0P/NMIw/27n5jS4eXAPDMD4HfA7AYrGIhFVL06xWqygmlFLMzMxQLBaJRqMkk0lqtRoej0dWwN1utyyCaCpA+z/XarVrhnCat9YUhx4S6gKlpXTpdFpoDc3Vanpkd8HWgzrtn6FNn2w2G36//5pCHovF6PV6UvhWVlao1WpkMhnGxsaoVCrk83nRRdfrdVnH1mkvxo5xv9vtlm1Ch8PByMgI2WyWQCBAp9ORrl6fiLSlqtVqFWWIHnjqk9FuNUuz2WRra0tSx202G319fW/sHWbChImfCNej7lBsa04vGYbx+7v+6Q0tHlzPwWgKIRrdtljQ6SZKKbLZrHhebGxsyJAwl8thtVoJhULSvbpcLnw+H4lEgunpaQ4ePMj09DRut5t2uy2csJbc6ccFZFNRd8bww6AB/aFVHLoA6mRv7aQXCARkEKmLJWybI62urhIIBMRDJBgMEo/Hueuuu4T/1coUHZcFSEHWXX+1WpX8RZ1mvrW1hdfrleGkz+fD5/Nx5MgRotEoExMTwnvrdfqhoSFcLhdzc3OcPXuWbDYrqS0/+MEPqNVqHDlyhG63K1I/E+9uvJuVFjcD19NJ3wv8IvCyUurczm3/iDe3ePC60HRHPp+/JsFbbw5qGZrH42FwcJBQKCQe07o4aZqiWq0yNjaGUoqBgQFSqRQ2m43x8XHm5+dF8aE7aZ1jqE31nU4nXq9X/DZgW86mf0Y74enOW9MruhOtVCrXZDE6HA6Rw505c0Y8nzXXrbckI5EILpeLSqUieYU6kktzyXq4qeO27HY7V65cwWKxsLW1xdDQEIFAgGAwSLlcFvldNpslGAyKykVz74BEeCmlKBQKLCws8L3vfY9PfOITKKVIp9M8+OCDb6VV6S2N8c/8D5Y++5GbfRgm3gW4HnXHD3h1nhne4OLB60F3kVpnXCgU5LPL5RIqQVMbPp8Pq9VKX1+fDPl0ikp/f7/EVuntP20c1NfXdw3HrAulTkExDIORkRFGR0fFeU533VrloQu65s41d721tSVG/P39/TgcDtneazab9PX1USgUxNo0HA6L0qTVaslKt6Y8dGTXzmtKs9mUgammVHq9HoVCgWg0yuzsLJlMhnA4TCAQIB6P09/fz/j4uFwN6BOL/ohEIhQKBRKJBHfddRd+v59yuczk5CS/93u/x5NPPkkul2NkZIRQKMSzz17XRZEJEybeIuyZjUPdcTabTTY3NxkdHRWVw9DQEOPj46ytrVEsFqXb1AncOmml3W4TiUQkhcVmsxGJRJidnWV4eBiv10s2m8XpdErXqBUlu7f5ZmdnRbWhuXLtNLfbOlV3+LtpEe1QB9uBsZomaLVapFKpaxZNdKbg/v37SSQSbGxsYLVaicViMsDUoQVqJ/JLJ4DrNBrdpeuVcb/fLycfvWXYaDQYGBggkUgIDaKUIhwOC13j9/upVqv4fD7C4TADAwP0ej0+/vGPk0wmZdBq6qTfnTCvHG4e9kSR1sM4zQtr0yK9wn3+/HnOnTt3TSyWHtztVnhYrVZOnjzJ0NAQrVZL3OgOHz5Ms9lkeHiYbDaLz+cTP2dNW2gaYXd3GgqFronA6nQ6DAwMSGag5sv1YFAfw+7Fl92SOrvdjsfjkc46GAySz+eZn59ncXGRXq9HLBaTThkgFAoBiL90JBIhl8sJ5QEwPT3N5OQklUqFjY3tGa1+/t1ul5WVFfbt2wfAyZMnGR4exmazkclkcLvdFAoFRkdHGRwclOekKR1N7ywvL3P48GHi8Tgm3h0wC/PewJ4o0hq7l0s0RaHpBW0PmslkRDO92/9ZF9pCoUCz2eTw4cPAtsucXhfXl/L6d2nJ3W5fDC1z6/V6DA8Ps7GxQaPRIBgMXhMYAMiQUisvWq0WPp9Pfp8eQBqGQV9fH319feKTrRO7w+GwdMV+v1+euz4JaKc9TVPoE0+j0RBZYaPRYHFxUaxRNY0Ri8UkHFefbGKxGLFYjGazSTQalcccGhqSLUzYpp02NzfxeDwMDAwQDoel8zdhwsSNw54p0ruHd3pRA7a1y3a7naNHj7KysiIudjrXUF/u6+61VqsRi8UkiqrdbjM+Pi7KDj1M1AZJuxdm9Pq0fszJyUlSqRQLCwt0u128Xi92u53x8XGy2awce7PZxOv1ykKIpj8ikYhkJSaTSSncLpeLsbEx2YB0Op0yGNytNLHb7SLh05y05sKj0ahsO9brdRkU6iK7ubkpqpJut8va2hpWq5WpqSlZFNInGC3J02oVPeTUVwkul0s8u4eHd9s3mzBh4u3GnijSunvWdAZcm3t46tQpiaVyu90S9bQ7MdztdgMwOTkpHGy9XpfOErad4bTyQcvgADEW0soFXURtNhunT58GEM20Dm7t7+8XvhcQ1YlWgOiCrPMHfT6fUBSdToe5uTkp+ppP1sVcD0Q1x627aP279dKK5u9Pnz7Nvn37xGo1l8sRiUSEv47H42JxevjwYdl+1Ovi+/btE1WK5r+bzSbf+MY3OHv2LL/4i7/I8ePHRQFi4p2LW4HiuBWO8a3EninSupPWBXW32uOuu+7iK1/5iixk6C1E7bWxe1XZ6XRK56yXQSwWi3DBxWJRMgp12ooulg6HQ7jbmZkZIpEIfr+fhx9+mBdeeEHMjOr1OtVqlZGREUlGUUpRr9dxOBwEAgHprnVXrTXUQ0NDVKtV8vm8yActFgulUgmn00lfXx/FYpFcLofT6aS/v19OIHp4pyOt9KCwWq2SSqWYnJyU7cStrS3JOQyFQvT391MoFETn7PP55Ln7fD45KeqhZLfbZWJigpMnT+LxeGg2m2xsbJBIJG7Y+8LEWw+tcX43FblbHXuiSAOySaeVD3pQNjMzw9mzZ4Xa0J/18E1f/uuuut1ui/1nJBKRZRVtLlQul8nlcqJ/NgxD5HuwndjtdDrZ2toiHA4TDAZptVocOnSIixcvEg6HRY6XSqUYGBggGAxSKpXEa0NnGGpTJC1963a7bG5u0mg0pPPW/iG6UDYaDbxer6hJdB7j0NCQWI7qgg3blIrFYmFzc5NkMglArVZjenoap9Mp0V6BQIBIJCKLPFpWODg4KNuUmu7Q3iAnT57kX/2rf8Wv//qv4/f7MQxDQg5MmDBxY7AnirTWKOug2Ha7LQsl4+Pj/OVf/qXwspFIRIZ8eki3u1D7/X72798vG3/6d8H2YHJkZES65N0FSa+S60KVSqUYGhoiHo+LqsPtdrO5uUmv15MCWqlUGBgYYGxsjIWFBWKxmGxH9no94vE4wWBQfEUKhQKdTkc6fK0g0UnlxWJRwmvr9bp0sZubm1J0tQfH7mWa3Y58FouFpaUlIpGIbEjWajXK5bKsnOsTnl4W0qvv+ud/8IMfEA6HefDBB2Wp6LbbbvuRYGATtzbebdTBrYg9UaR1J6fz/gDq9TqnTp3i8uXLooTQW4d67Xn3941GA7/ff01XvXsABtuUg8PhIJfLMT8/z9DQEGNjY9TrddbX16lUKgwNDUlBq1Qq1Go1vF6vxGXt37+fAwcOsLKyIsb4zz//PJlMhomJCemSdzvbaa45nU5Ld97X1yd6ZR08Wy6XCYfDsm3Z6XRYXV3F4XAQj8eF4ti92BMKhbDb7QSDQemqn3/+eR577DF6vR4+n49AIMDp06f5yEc+IsG8drud/v5+sWLVAQYbGxvU63W+853vAPDzP//znD17VjYV9ZWOiXcOzEK9t7EnirROXNHDLIDx8XFisRgvvviiXGprjwxtJxoOh3G5XNTrddLptHSEWp2huWtdtPWAUn9oo/yRkRESiQStVouhoSGJyFpeXsbj8XDgwAEZ1FWrVQYHB5mZmaFer5PJZKQjzWazuN1uCa11u92EQiHa7TZ9fX0ylNOdrTZMSqVSdLtd2UZ0u90MDg6Sy+UYGxuTQrqbmtAcug7Wvfvuu1FKMTs7y4EDB/B6veRyOdrtNpubm3z3u9/lypUrMkQ8duwYjz32GOfOnSMej5NIJBgcHMRmszE4OMi/+Bf/QoJ73W43CwsLJJNJsTw1YcLEjcGeKNLww+08zeV+4AMf4JFHHgGQAZ/VaqVSqeByuURJoblefdmv/S307Vpmp31BfD4ffX195HI5WRFfXl4mFArhcrk4f/68RGS1Wi3W1ta4ePEiAwMDDA0NUSwWuXr1Ku12m1qtxtjYGMFgkHA4TCwWk8zBcrlMLBajXq+LLnq3Fehu/2ar1UoikRBViHbtGxwclC3ATCZDpVIR836LxXKNPrzVavHe976X06dPk8/nuXTpktw3l8vRbDZZWVmhVCqJXG9hYYFiscgdd9whDnh607NarUrc2OXLl7nvvvs4ffq0aMRNmDBxY7AnirTFYpGV6263y+TkJI8++qgoEzQdAMjas15iqVQq9PX1MTIyItTH7o5ZK0e0flh7eVgsFpG7tVotGVy63W7C4TDlcllkb+VymVQqJYPDUCiEw+HA5XJRLpeFQ240GkSjUeLxOOFwmHw+L34gHo+HYDBIs9mUmCqtttBLKna7XaR+brdblCza1F9z5cFgUDTd+gpheXlZEldqtRqVSoVeryfLN/o1Gx4eZmBgAL/fzy//8i/T7Xa5ePEi3W5XTkD6dbztttsolUqyYHP58mXW19dv5lvFxHXglfTFO5HOeCc+p9fCnijSSinpHh988EHm5+fxer2y1qyd3LQPtN7S0wsomofWpkG7Tfm1CkJL4ex2OzMzM9hsNmq1miyD6AFjuVzGbrczNjZGKpUiHA6zf/9+4vE4Xq9XeG1tiGSxWMjlcuLIp3XMumvXXhi6WGezWTF10koRvVjSbrdlQ9LpdEpn3mw2SSQSLC0tMTU1hdvtlqsGPfDs9Xp873vfY2JiQoaq2Wz2mvxH3c3rgSJsK0Gi0SgDAwPiF6LjxHRAwe233y50S7vd5td//ddv/JvEhIl3KfZEkdYKhGPHjhGLxVhYWBC9r1ZSaI2z5mM1P6z9m/W2nqYUdpvX706RsVgsEqelKQudhej3+xkdHZUklWPHjokSw2q1iqoim82KQkKve6+trYlxU71ex+v1Uq/X8fl8UnT1diFs0zu6yGozfk3V7L6t1+sRDodl67LRaEhUlx50GoZBJpNhY2ODK1euEA6HiUQijIyMSOFPpVKSrBIKhWRhZW5uTiSHx44dk9exXq/LHECfSOx2u7jymbg1YHo/3/rYE0UatpdHjh49yle/+lWcTqfEZemBYqvVEnc7TUtorbPukjVPCz/cnHu1mC9tiKQphv7+flnL3m3l2Wg0aLfbjI6OSuesZXFKqWtipo4cOSIDUK/XKxuRpVJJPD4cDgd+v18kgdqUSfPm2jBKKzj0oo4+SegBqN4oLBaLlMtlvF6veGZrM/9AIECpVJIFIX1F8d73vlder0wmI0oS/Rz1skwgEBAvj0KhQDabFU24ib2Fd9Ol/7sRe6ZIHz9+nC9/+csA7N+/n3q9TjabJRqNks/nsVgslMtl6apdLhehUEjMhwYHB2m1WjLs0ry0Lmw68gp+6NMxPDxMPp+Xorh7UUR7U09OTuLxeMSTQ6tL9HASuMa4X9MEkUhEllT0iaJer4vEUHen+oShu3q9LBIIBOSkoH9er3P7/X6R5eniq9UuzWaTUqlEpVIRHl5z5sePHyeRSAg/nUwmRcO9+7kBYnDl9XpJJpNcvHiReDx+TQiCiZsPs1N+5+ONBNFagTPAumEYH1VKRYAvAuPAEvDzhmHkd+77O8CvAF3gHxiG8a3X+90+n49z587hdrtxuVxsbGzwsz/7szz//PMMDQ2RzWYlDEAP+XTxHRsbw+12i1qj0+lQq9VkOUZ3qPr+LpeLWCwmq+SDg4PXJKg0m02KxaJwtsViUdQUm5ub2O12+vr6ZEAHCJ+tV83r9Tput1sSvPXyjcfjoV6v0+v1CIVC4jUNyNf6sXSx1L87l8vJ1YPf75erBE27aEvRUChEX18f5XJZOmltxvTJT35SdOOa53/88cc5ceIEhw4d2n5D7Bhc7ZYzRiIRcdszsXdgFuh3B95IJ/1bwCUgsPP9Z4BHDcP4rFLqMzvf/7ZS6hDw14HDwCDwbaXUgdeL0NLeFPl8nnA4jM1m47vf/S4nT56kVCpx//3302632b9/P4uLi9J9ejwe2RqcmpqSYqV5Vfhhx7p7m1CrSLQOWC/RaB8Nt9stFIO2PtWFTis0PB7PNbptbfRks9nEJ0RLBnVHv5uW0QO/ZrMpP6vlcVpdYbVaJd5Ke21ohYdOftGeJ4Bw4oZhyOMPDg7S6/UYHR2VgWG73ebFF1+k1Wrx8Y9/nLGxMZEs6u5eF2pAnrfWnpswYeLG4XrTwoeBj7AdifUPd27+GeA9O1//EfA94Ld3bv+CYRhNYFEpNQfcATz1Wr+/Wq1y5MgRgsEgR48elcHd4OAgFouFWq3G/Pw8a2tr0r2Wy2Xx6LDb7aRSKel+9fKHjs/aeQ5CT+i07UAgwPj4OKVSiXA4LAsx2uuj0+kQj8eF+200GlQqFfx+P6VSSQq/9qXWWu1arSZctQ4M0JSG/v16SUQXWp212Gw2r/F1rlQqotDQftHdbpd0Oi1SPk2/aF+TXq9HMBgkk8mIR8ehQ4fkZLK2tkaj0eDYsWOMjo5eQw/tTo7Rn/1+P6urq3g8Hqampq7nLWPiLYTJOb+7cb2d9L8G/ldgd1R0v2EYmwCGYWwqpXRkxxDw9K77re3cdg2UUp8GPg3b/GutVuPAgQNcvnyZ8fFxEokESimKxSI2m40jR46wtbXF3Nyc+FnoThd+2J1q0yWLxUKj0ZCQ2G63K8PCubk5FhcXRanR6XTY3NzEarUyPDxMo9FgdHSUXq/H1tYWbrcbm80mW4Oan9YyuFQqJSvTOl1lfn6eYDB4jXeILvR6sKdPIu12W4Z4fX19ANf8mzb5351Ak8/nJdtQG05ls1kCge0LnXq9jtPpZG1tjeHhYRmKalVMJBKRlBVdjDUVoxUoWvaoKaNSqfSqg1gTJky8ffixRVop9VFgyzCM55VS77mO3/lq/4uNH7nBMD4HfA5gYGDAKBQKjI2NMTMzw+DgIA6HgxdeeIF9+/ZJ3NXy8jIOh4NMJiP8aLvdxu12S0o4bCdfv3IlXMvytKTv+PHj0llrGkIvjhiGwfr6uoTXah21pkJ0t5rL5QgGgwQCAaEHLBYLGxsbhEIhGcrpE4WmC+r1uuQd1ut1hoaGZKioKRedsVir1cQnWg/ytPe2zWajUCjI74nFYtcs8+hloImJCbk62NjYoFarsbCwwKFDh4Tf1iG3gNAdmvpwuVzccccdXLlyRe5jwoSJG4Pr6aTvBT6mlHoYcAEBpdSfACml1MBOFz0AbO3cfw0Y2fXzw8DG6z1Ao9GgUCjw+OOP8973vpeNjQ38fj8HDx4UkyLt9dzr9WT7UFMeelFDB7PqDTu9dFIul/F4PPj9fum20+k0+/bto9PpkM/ncTgcMrjTqS/ah1rTDZpf1oVKKUU2m2VoaIhOpyMhrZo2KBQKEvKql2Y0RaLXuTVPPDo6KieDQqEgjn8+n49isYjD4WBjY0P4Zk3jaPpja2vrmseGbapkYmJCnler1eKll16iVCpx9OhR+vv7r0ke1ycRPUTVHLiWFhYKBcrl8nW8ZUy8VTCHgyZ+bJE2DON3gN8B2Omk/xfDMP6WUur/BH4Z+OzO56/u/MjXgM8rpX6f7cHhFPDs9RyM1+ulVqtJ0Ov6+joHDhwgGo3idDrpdrvUajXC4TDValU26rSV5u7OD5Birp3i9NDL7XZLxJZe2XY6nVLYdaHXtEmtVhPzp1qths/nEyOkQCAguYl9fX2Svahle7sHhzrMVqtIbDYbqVRKho969VtvVOr7ac33wYMHqVar1Go1WcbR6hDtgKcdA2u1mphB7fztWFxcZGFhgVarxS/8wi8I7/5K+1GthdbcfrvdxuPxiMGTCRMmbhx+Ep30Z4EvKaV+BVgBPgVgGMYFpdSXgItAB/j7r6fsgO3iHAqFJBOwr6+PYDBIIpHAarVSLpcZHh5mcHCQCxcucPjwYSKRyDWuedVqlUwmI57Nuqjb7XahKnRhi0QiZDIZWS7RMrZWqyW0gP4dulsPBAKS/6c7Xp/PJ2528XicSqUi3TJsG0NpgyNNf2gNtl6I0V219uvQUrpGoyG/S8eFbWxsiOqjVqvh8Xgol8ti6KQXabQOet++fQwPDwsVk0wmiUajtFot/uAP/oDf+I3fIBAIiPJkd8L5bo25/v7gwYM3pEgrpZaAMtsSzo5hGLe/GcmnUuoU8F8AN/AXwG8Zt9BZxuyiTcAbLNKGYXyPbRUHhmFkgYde437/gm0lyHWh2+2Kw5qOi4rH4xQKBVZXVxkfHyeTyRAMBpmenqbdbnP16lV8Pp+4tblcLqLRqKgjdAdcqVTke9j2qlhcXKTRaDA0NMTq6qoMIH0+n6yIx+Nx0RMHg0FZpQakKGpjKP1YOo1b65PD4bB4kOiIK82Vax5dS+I0J6254GQyKScpvTij9dy1Wk26cu23MTw8LJ27pkZ28+4rKyusrKwIrVKr1chms0Lr6Oey8/cTPrzb7aKUErvSG4j3GoaR2fX9m5F8/iHbw+mn2S7SHwK+eSOfhAkTPyn2xMah1+sV03rDMLh48SLPPPMMR48e5cCBA7LMkUwmmZqaYn5+HqvVKh7HOpFFB75qOVo+nycQCEhclPZgTiQSIqsLBAKEQiFGRkZIp9PUajXpmq1WK4FAgEqlIkWzXq+zsbGBx+OhUqmILC4ajbK8vCybhlqnrHMP/X6/BNNqnlsPCfVg0DAMtra2MAxDtiE1xbJ7DX43HdFsNrHb7eTzefHpqNVq4setlShXr169ZsFGH6MeTO62dNWLLLsljQBPPfUUV69evTlvkjco+dzpxgOGYTwFoJT6Y+Dj7PEibXbPbx7vVKninijS1WoVh8MhCdlau6t9L5rNpqxA666xWCxy5coVQqEQNptNaI3Z2VnGx8fxeDxEo1Gq1arkBiqlaDQaZDIZksmkpKC0222CwaC4zhWLRYrFIu12m1AoJFRGpVIhGo0K1ZJMJoWOsNlsjI+Pi2RQr2LrAaBea9fqkkajIduIuzMHARkm6vBYvW2pqZFkMonH45ECrwu1YRhi0DQ5OSmSwFQqJSczzUlvbW3x3ve+V7p3/di6q9ZUR7PZlO78oYceoq+vj3/7b//t2/2WMIC/UkoZwP+zowR6o5LP9s7Xr7z9R7BbDjo6OvqWPIF3asEwceOxJ4q0Ng1KJBKSlq29KfTiR6fTYXh4WIyKarUan/rUpyQsoNfr8Y1vfEOsODXHrJPA9bKI3jrMZrNioKQ7x/HxcRn+eb1ePB4PjUZDPKO11lonsuhtRK3q0MGywWBQzJ50MVVKMTIyQj6fl41EzQFrL20t4dOWqYDQDdr9zm634/f7yeVywiVrzlifTIaHhwmHwyLFW1tbI5FI4HK5yGQy4si3e4kGEGpED2D1YFXTRTpj8QbgXsMwNnYK8SNKqcuvc9/XknxelxQUrpWD3n777bcMZ23i3YE9UaR3GwytrKwQDodZWVmRjD6fz8fa2hqtVguPx8PQ0BD9/f1StLQKQ2t9W62WbOrpgZqmDPSSi6Y7fD4foVBITPtbrRYDAwPSme82/tcKEbfbTTQaFWmfx+OhUCiIPanVahUXPz2w83g89PX10Wq1sNvtUtB1odSPp5UlXq9XHl9z4ZrP1kZTWk7odruvOZlp/lzfd25uTvyutZRwcnISt9stnbfNZpN0Fr3ernXe7XZbXvsbIcEzDGNj5/OWUuorbG+svlHJ59rO16+83YSJWwp7okjb7XaGhoYkSWS3ZG11dVU8nScnJ4lEIjJI29raksGXHsa1223m5uZoNps4nU6Gh4claVw75tlsNgKBANFolGQyyeXLl7FaraRSKQqFgqg5AoGArHd7PB4xd9JLLqOjo7jdblGl1Ot1JiYmpBOFba2y2+3G6XSSy+WkKNdqNfx+P9VqlVKphM/nkyGi1lW73W4qlQrNZlM6brfbLbcPDAxIZ64fPxQKCY2jbUi1r7R2D6xWqywvL0v6jN5G3L1CD1yzGAPbmuwjR468re8FpZQXsBiGUd75+gPAP2Vb2nndkk/DMLpKqbJS6i7gGeCXgP/r7Tx2k+K4+Xi9v8Gt+vfZE0VaF75arcbw8LAYzDscDumY9b8Xi0WSySQjIyNUKhX6+/vlcv3ixYs8++yzovBwuVz09fVx6tQpPvCBDwgNoSO5MpmMrFKHw2Gy2Sz1ep21tTVZv9bm/DoowOl0yonB5/NhGIb4aLjdbln40MNLu90u3syaX9eqFB0OEA6HJTRWqz60tE97UWuOXNM4ANlslnK5TDKZZHx8HMMwiMfj8nrUajW+9a1vMT4+Ll1/MBikWq3i9/v58z//c371V39VTmLaIU934Vo/rYeoOvfxbUY/8JWdE4UN+LxhGH+plHqONy75/HV+KMH7Jnt8aGjCxKthTxRp3dlqnnh5eVm2DoeGhmSwZbPZpDB2u11isRirq6tiD3r27Fk2Nzel2FksFlZXVzl37hz//b//d376p38al8sl24YHDhzgfe97H5VKhfn5ecrlMplMhq2trWuWarTmWq9e6wSV/v5+hoaGmJmZke3GUqlEPB4XakQPBnXMVqvVIp/PEwwGhR6pVquEQiFZHNGJLpVKRa4atPLFMAzpoHu9HiMjI/R6PaFIotEosM0rX7lyhWAwKOEE8/Pz9PX1ce7cOZRS/Oqv/qqk3+x2v9NFGpDH1Dhx4sTb+l4wDGMBOP4qt79hyadhGGeAt7f1N2HibcaeKNLGTvyTx+Oh0+kwNDSE1Wrl+eefp91uS6hrf38/Fy9epK+vD6/XSy6XY2lpiZWVFTY2NlhfX8cwDLxer3hLVyoV2u02+Xyer3/960xNTfHBD36QRCJBNpul1+uRTqdJpVIyzHvl+rMeQOrFFO1FnclkWF1d5erVq8RiMWZmZkgkEhQKBSl6Wqq3vr5Os9mUoqoTvAOBALlcTop5NpslFAqJ37PeUNTdOUAul7sm1krbnk5MTMiQtFwuk8/nsVqt8tgAjz32GA888AAf+chHRGoICMWkT4D677Lbw0NTKCbeOtyql+Ambhz2RJFutVo0Gg0ZZFUqFXw+H/F4XNJJvF4vm5ubNBoN1tfXyWQyTE5Okk6nWVxcZHZ2VgqOltPZbDZJE1lYWGB9fV2Gik6nk8HBQbxeL5FIhJmZGer1On6/n0gkwsrKCi+//LIoPHRqttvtplqtynGXSiVgm6+9ePEi+XxeJHqaB1dKiWywWCwKR63d9/QCj81mkzRyffWw20tDR2HpBRltUQrQbDYlSR1gdnZWrkZCoRCBQIB8Po9hGPzUT/3UNYsrsM1Dax693W5LQdbdtR7O6pV7Ez85TE20ievBnijSunvN5/OSru1yubhy5QqJRIJ4PM7W1hZ9fX3Y7XbW19cJBAJUq1WuXr3K4uKiSMl8Ph/9/f1MT08zOjoqNqXJZJJer8fi4qIU/3vvvZdMJsP6+jrr6+uykt1sNul0Ovh8PjKZjHTRtVpNTih6CKe7XK28WFtbIx6Pc+DAAcLhsMjWstkso6OjlEol0VBr2R8gJlLaa0P7juhOWcdhaRWIw+Egn89TqVSo1WocP35cuOhKpcLq6uo1Bk6aCx8bG2N1dZVIJAIg2vO5uTn2798v3bkOzdVDQy1X1IXchAkTNwZ7okhXq1WeeuopQqEQoVCIQ4cOUSwWyeVyZDIZ7rvvPtbW1mQJxTAMDh8+zHPPPcfKyorQD/V6nfHxcUZGRkgkEpTLZS5dukSlUqFYLAKIRK/RaODz+cjn83i9XtFFa92xHiD6fD4AyQGsVCqSJAPbHXSxWBT+W1MlGxsbRKNR4vE4/f39RCIRarWaDCQB6bR1kICmZ/Tqtw7V1WqLsbExWQMvFArE43HRYutNR6WUrG+HQiHa7fY1qeqlUok//uM/5nd/93cJBoPCZ/+H//Af+NjHPsbp06elG9edvB4carWHiZ8MJsVh4o1gTxTpTqfDzMwM6XQan8/H5uYmXq+XmZkZMpkM5XKZkydPSoyVLhyrq6vkcjk++clPsr6+LsqOtbU1KpUKg4ODdDodZmdnqVQqonGu1Wp89KMfBZBOV28AZjIZ4vE409PT+Hw+Ll68SCaTEZ2wXjbRBQy2i+jW1pZkFxYKBYrFIul0GpfLJVI9q9XK1tYWwWBQNhi1TlkrR/RJIRwOUy6XyWazciI5f/48oVBINhz1MDUej4sPSKFQYHl5Gb/fLzpwHXZQq9WwWCzcd9998rwtFgter5d/9s/+mUR/6UHi7iQZTX9o1z0Tbw4mxfH24512EtwTRdrj8ZDL5ahUKsKflkolJiYmSCQSXLp0iXK5zMjIiKRaLy4uirfFwYMHSSQSPPXUUywuLnL06FHuuOMOHnroIb73ve9x9uxZ6vW6UCInT55kdXWVfD4PbJsPxWIxlpeXRYqmPx86dEg2GDWnq3nlTCZDIBCQVXBdwNrtNtFoFJfLxeDgoHTv2nhJd/7j4+Nig6qLYy6Xo9PpsLq6KtrwXq9HJpMRDxOn0ymOeb1ej/7+fnlcHZZbKpUYHR2VYN1YLEatVuPq1as88MADsn2prV31sWs1hx4a6kQYTYHcQiZyJky8I7AnirTWQBuGweXLl9m/fz8DAwM88cQTlMtlxsbGUEqxubnJ1tYWk5OTPP300zQaDY4cOcLIyAjve9/7WFtbo9fr8fDDD3P69GnC4TDtdps/+ZM/kWGbYRgcP35cjPMLhQK1Wo319XUGBweFBnE4HJTLZbEJ1Qs3LpeLer2OzWbj9OnTYpqkLUC19K7T6VzjIa1107pL1YGxWn8MiDlUoVBg3759bG5uygkgFouxsLCAzWYjnU7LscTjcdGZN5tNFhYWxAp1bW0Ni8WCw+EQnbXVahX1jNajv5LC0JuJNpvtmi3K3W6CJky8U/FqnfjN7M73RJHWBkoej4discjq6ipbW1uMjY2xtrYmpjfxeJxAIMDzzz+P3+/n7/7dv8vQ0BCtVou+vj7++T//59hsNpHS6bXymZkZlpaWSKVS/OZv/iYPPPAASimq1SrtdpsTJ07wta99jbW1Nfr7+0XJAdvpL5FIRCxM9eDM7XaL5E+rUux2u3C3Wr3R6/WEItFdqR5K2mw2ZmdnxXmvr69PPKrdbjdDQ0PUajXy+TzValWCCI4cOcLCwgL1ep3bbrtNkr43Njbo9XoUi0Xp3DUNYrfbZSNRr5FrMyVNaWjsTlPfvR6vF11MmHg34mYV6utqi5RSIaXUnyqlLiulLiml7lZKRZRSjyilru58Du+6/+8opeaUUrNKqQ/+2IPYkZvNzc1x5coVcYWbm5uTgdrKygpPPvkkTz75JPF4nF/5lV/hnnvuoa+vjwsXLkgxhB9KyHq9Hi6XC4/Hw8bGBn/rb/0t/ubf/JtCFwSDQcLhMAcOHOBv/s2/SbfbZXV1VSiCra0trFYrrVZLnOs2NzfpdDoUCgUJv9Xp4HoNO5fLyaBSJ3vrAAA9xNPFOhKJSFjA7OwsFy5coFgsUigUJCTXbreTzWY5fvw4R48eJZfLEQgEOHjwoGw/av46EokQCARkLb7X6xGJRAgGgzQaDdlM1HTGKzcMNfesHffa7bYUdK18MWFir+N6uf9bYUZwvZ30vwH+0jCMn1NKOQAP8I944ybsr4lsNsvq6ioAq6urTExMkM/nuXr1Kk6nU7ybf/EXf5H777+fYDAoKdoej4czZ85w+vRpoTG0aVAwGOTXfu3XWF5e5j3veY/wqkopia3q9XoMDQ3x4Q9/mD/7sz8Twyed7KLX0XWXXCqVxGfDbrcTi8UkyaVYLOLxeCRwwOv14vP5RO+tjfu16ZNhGPh8Pnq9HqOjo0L9aF45HA6TTqeZnJyk1WrJ+rhSiv379wM/3C5cWVmhr6+ParXK6Oio+E2vr6+LgkWrXgKBgHTFmt7QCeO6IOslFk3N6JOniTcGXQjeScMsEzcO15MWHgAeAP42gGEYLaCllHpDJuzAU6/1GN1uV/jPVqtFq9ViaWmJZDLJvn37SCaTFItF/v7f//s8+OCDIpXTsriHHnpINg6vXr3K0tISR48eZWpqCq/XSzweZ3R0VAZsujDrzlt3k6FQiGKxSKPRYHBwUIpVu92m2WwSDoeF793NOVcqFVZWViiVStxxxx1CLejBnqYrdIBAJBIRTbM2TNK6ZavVSiwW4+rVq/R6PS5evEgoFGJubk7ke81mk3379l2zXaiDCDqdjjjiaT22fp6tVotQKMT6+vo1Fqraj0N3zxq629b89StXxE2Y2Mt4q+iJm91tXw/dMQGkgf+slDqrlPoPO+5k15iwA7tN2Fd3/fxrmq1rdLtdLl68yPLyMna7ncHBQWZmZuj1ely6dInV1VUOHDjAsWPHhPfVUErh9/uZnp4mHA7z0EMP8clPfpLJyUm8Xq8sqNjtdhYWFqQ71B96yKfDY0+cOEGpVBK/De2toYths9mkVCqJhafe+jtw4ABTU1NSbIPBoPxel8tFqVQSH41cLketVqNUKtHtdiVNRUv3tFe0tjNdWVmhWCxiGAaBQECS1PVrt7y8TDKZlCACfVLY/di6K/d6vUKj6IGl3ibU24u6i9apMzpOS1uZmjDxTsAri+/NLsavhev5H2cDTgJ/aBjGCaDKNrXxWrgus3Wl1KeVUmeUUme63a54IV+5coVisSgdoDZd+sQnPiGxUbqj05SETkLRK8x6Fdrv94vBfzwev6aD1d7TOn+wUqmIl0epVBJu+eWXX6bb7YreWNMWepCYzWYpFArY7Xai0ShbW1t0Oh0ajYY42Ol/v3LligQEaCne+fPnuXr1KslkUjIFdaxWNpslnU6LAiOVSrG0tMT+/fslKKDb7TI7OyvH7fF45OoBoFgsEgqFyOfzhMNhlpaW8Hq9MgjUXh27u+1KpSJ5jLpw64JuDg6vxV79j21iG2/277OX/q7Xw0mvAWuGYTyz8/2fsl2k36gJ+zXYnYYRDAYNr9cr3exjjz2Gx+MRK84HHnhAkka0raYuMHoZY3NzE7fbfc2CSalUYn19nUuXLuFwODhw4MA19pt6zbnZbJJOp7l8+bIU91qtJmne2voUkMxAbYWql1S0857WfPt8Pvm96XSasbEx6Y4BNjc3WVtbkwitfD7PzMyMFHjtK62Dbp1Op5wQotGonKiWlpaoVCr09fWxtLREq9UiGAxy8eJFAoEAwWCQjY0N4vE4DoeDarXK4ODgNSnlu68q9GunaQ6tHNF0h1mkrx/vtKUKEzcHP7ZIG4aRVEqtKqWmDcOYZdsu8uLOx3WbsL/eY+iO1OfzUSwW6fV67Nu3D4vFwv79+4lGo9LR6aKhB3C6M47H42xubor6oFqtcvHiRc6dO0c0GuWBBx7A4XCIhE6vf+shY7FYZGhoiGazyenTp7l8+bKsdLtcLilUPp+PXC4nxVifLPS2osViob+/n3Q6DWxvNAaDQbLZrAwFY7EY3W6XQCBAMpkUyZ7mofVxlkolGo0GCwsLuFwuEokE73vf+wgEApLm/eijj9JqtUilUrJS7vF4CIfDtFoter2e8OOJRIKtrS0xVwKusSXVihP9taaK9HPX9zdh4lbCrX6yvF51x/8L+G87yo4F4O+wTZW8URP2V4VelNDGQEopzp07h8vlEktOHa+lNb67uelutytudvPz85J0ncvl+NCHPkQ0GiUQCIhznC5MhmHw3e9+l1wux/Hjx0UOt3//fjkWHTsVCoUkGDeRSLC2tiYF2Ol0srCwwMDAAPF4XLye0+m0hOrqYaLFYmF5eVnkfqOjo8KTZ7NZqtUqY2NjsoSirwAsFgulUonJyUlRqDz99NMiSdRdf6lUkiFnoVAgk8kQi8VwOBwEAgFWVlbY+TsB20U3n8/zta99jY2NDXw+H4FAgPe85z3iqmfy0W8Me+lS2cStj+sq0oZhnANuf5V/ekMm7K8F7UXhcDiYmpoik8mIHKxSqVAqlWTYViwWGR4eZnR09Br1AWxv7M3Pz+Pz+VheXubBBx+ULlD7ImvFRrfbpVgs8qd/+qdcvHiR3/u93+O2224jkUjg9Xo5ceIEL7/8svDBly9flpiqZDIpCzO5XE4StzWFoZ3tYrEYyWRSYrf0UFCnw/T19ckGo9frFc9snW5uGAahUEgWZk6cOCEdcrVa5eWXX+bIkSP4fD5WVlaoVCp4PB6UUhQKBVHKXL16lQ9+8IMYhsHi4iKHDx+m1+sJffToo4+STqfp7+8nmUzy9a9/ndHRUaanpwGu8ZDWHbWJa2EW5r2NW/nvsyc2DhuNBlNTU6yvr7N//34KhQIOh4PZ2VmazSbHjx9nYmICt9tNsVhkYWGBxcVFHnjggWsoD6UUx48fF82xtvfUAbC6E9R89Fe/+lXOnDnDxMQER48eZWBgQGRzuhMdGBgglUrRbDZJpVKsr6+L57TmaVdWViQr0OPxUK1WaTQa1ySmFItFUa7oJZtWqyUufisrKywtLdHf3y/FORQK4fF4xNZ0cnISpRTFYpHLly/L8FArR/RW48rKCjabjWq1ytLSkgwRNzY2WF1dlbRw7UeSy+Xkvvrq4ejRo2KspIec+nUz8dq4lYuBib2JPVGktcxMmxwVCgXC4TC9Xo+TJ09y6tQpUUrYbDa++MUv8uUvf5nf/u3f5kMf+pD8Hl2ENd3hdrvJZrPScQPSWefzeb7xjW/QbDap1+tsbGyQSCTkftqdTqs1NP0wODiI3W4Xrrfb7eJwOCSMttls8uKLL9JsNqXo5/N5KajaLa/RaAj/a7VaUUoRDofFn7pcLovfhtPpZGBggEQiIeno1WqVvr4+XnrpJQYHB8nlcqI4aTabzM/PU61W6XQ6TE9Py8r9wYMH+cM//EN++7d/m2AwyEsvvcSDDz6Iw+HgiSeewO1202q1CIfDQgl1Oh3xMDGL9I/CLMwm3k7siSJts9nEd0L7U2hd8MmTJ9m/f7/Yg164cIEvf/nLdLtdPvvZz+JwOHjggQdkBVqj1WrRbrdZXFwUvwpAljcuXbrEysqK2Iy+9NJLnDp1SjTCmh7RaS21Wk00zrAt4bPZbBw4cEDsUXUYQCQSwel0Mj4+Tj6f5/z586RSKfHs0B1vpVKRuC899CuXy1gsFvEVGRgYoNfrcdddd8mK+sLCAsvLywAysNyd6h2NRrFarZK0PjAwgMvl4vz582xubvKlL32JD37wg9xzzz1MT0+zublJOp2mWCzy/ve/Xygf/Vrs1qXfgCBaEybeNtyK2597okhr46FgMMj6+rpYaA4MDDA0NCRDwlqtxh/90R+RTCYJh8PU63V+//d/n7GxMSYmJsQwqNvtilfzwYMHZTNPd9Grq6v84Ac/wO/3i4549yq0dsdzOBw4nU6q1SoOh0N01DabjbGxMba2trh06ZI4xemV6itXrqCU4sqVK0xMTDA8PMzc3JzomuGHq9idTodqtSrBAXpJRj+XVCrFkSNH5DEymQyPPfaYGB9p349arSYBtqlUSlbdu92u5C729fXx/e9/Xzw5Go2GbBPqQWg2m+V973sf8ENaSL92einIhAkTNw57okgbhkEqlaLRaGCz2ejr62N+fp6hoSFisZjQC4888giPP/64bBJqn+X//J//M7/1W79FOLzt8aStQJ1OJ/DDNfBer8fy8jJ/+qd/ytDQEJOTkxQKBbxeL3Nzc6JgMAyD+fl56Rq1sVAsFpMCt7S0RCwWk/TxcrksqhOdiah9pHcvhayvr6OUwu12MzKyLSfXyefBYJB8Pi+Zgpubm2SzWU6fPi1XEnorU4cEWK1WEokEFy9exOfzkU6n5QSg+fyDBw+Sz+e5cOECCwsL1Go1Ll26xL333itqDn31Mj8/z8///M+L+kNvVeqP3fI9EybeKXgtymovUFl7okh3u13xbu7v72d+fp79+/dz3333kc1mJWXkiSee4AMf+ADf+c53ZDjn8Xh4/PHHaTQafPrTn2ZgYACn0ykmSboTBDh//jyPPPIId9xxB4FAgFgsxtTUFF/5yldIJpPir6E7aa280Mb4OorK7/fLEFPHaOnirtNYdBhtvV6nVCrh8/lk8QaQNHOtt9aFXVut5nI5DMPg7rvvJhwOy2r6448/TrFYpNvtSrBApVJheHiYlZUV2TwMhUK0Wi3uvPNOoX30wHNxcVFUJ/qYCoUCk5OTjI+Pi8RPc+W6azcMQ058JkzcythdfPdygYY9UqSVUqKKyGQy3HHHHXz6058WH+lyucxXv/pVXnzxRcbHx2Xwp5Si0WgwPDzM0tISX/va1xgaGmJqaopQKCQp3NVqlWQyydLSEvfeey8ej4dUKsU999zD+9//fsLhMH/2Z39GNpuVIr25uUm73abX69FsNjEMA4fDIWqLZrNJuVym0+ng9XoJBAIAuFwuyuWySAq13E4v4FSrVXw+nyzA2Gw2BgYGWFlZodlsks1m5XWZmZnh9OnT2Gw2er0ezz33HHNzc7jdbvHg0MoLHd7b6/UIBALicT08PCwUit5itFgszMzMkMvlZM28XC4TjUa55557sNvtwsnv3u7UC0QmTLxTsVcK827siSIN27y03+/nrrvu4u6775ZBoMvlIp/P8+yzz2K1WpmdnRWv5t0ex5qXvffeewkGg3g8HqEFdLJ3OBzm2Wefxe/381M/9VPSQT7wwAN8+9vfJpVKsW/fPsn305K6Wq2G0+kkmUyKPaqmJGKxGO12WyiPWq2G1+ulWq0yPj4uaggdEhsMBhkcHJQuNhwOs7m5STgcJhwOMzIywuDgIMFgEKvVSn9/v1As58+fF8ql2+1KVmK73Zbtx+npaemktRJFR41FIhFKpRJ+v58TJ06IisTj8XDPPffw3HPPyUahTnrR0EZQ5kKLCRM3Fnvif5zWJX/kIx/hnnvu4fDhw0JZtFotzp8/Lz7KdrudEydOSMerNb8Oh4NnnnmGP//zP79moKZN7FdXV3nhhRe46667OHXqFA6HQ+KuvF4vo6OjYiqk/UF0/FY4HMbhcOD3+4UH1sesVRr1eh273U4kEiEUCmG1WllaWhLawuPxMDAwID4fHo9HorU8Hg/RaBSfz0e5XJarhDvvvJNQKIRSirNnz4oKQy/36LVvzU9raR9sd/TDw8MEg0EWFhZED51KpQiFQoTDYWZnZ7FYLJKb6HA48Hq9wuHrQauWCurjfbdiL3ZZJt752BOdtMPh4EMf+hDT09NMTU3h9/uFKlhYWODb3/42J0+e5MEHH8QwDPL5PKdOnSKTyZDNZkmlUhJS+93vfpdkMsntt99Or9cTaVt/fz8f+chHZCDn9XrFWCifz3P//ffzwgsvcPDgQYaHhxkYGCCZTIr5vl5Rz2QyDAwMkMlk2NjYkE7Z4/GI+kG7zLXbbeLxuGQm6kBbXfT1FUBfXx+VSkUWX6xWq/DtsD1sfPTRR0mlUhJqoKkg/Xq4XC7p4HXi+NTUFLCt+T58+DCXL19mY2ODO++8U7ytY7EYZ86cIR6PY7fbhbbRg1bDMCRlXJ9gTJgwceOwJ4p0LBbjgx/8INFoFI/Hg9PppNlsMjs7y3/9r/+VyclJ2u025XKZRqPB/Pw8Bw8e5Bd+4ReYn59nc3NT8gZvv/12IpEIbrebcDjM+Pg4LpdLZG4OhwOfz4fP50MpxcrKimzXHThwALfbTaPRoFAoiLIhGAzS7XZpNBrEYjHh0GGbpgmFQpTLZRmw6e5TR265XC7plAGhYAAJLwiFQgDy3E+dOoXVaqVQKDA7O0s8HmdsbEy2KwuFAo1Gg2azSTQale5Yr9FbrVYZEuZyOSYnJ8lms1QqFSYnJymVSmxubnL33XeTSqWw2+1MTEzI79eyO5vNJhJJvUZuwoSJG4c9UaQ7nQ7pdFqohc3NTZ588kmeeuoprFYrTqeT4eFh5ufnOXLkCB/4wAfw+/2cOXOGL3/5y3zyk5/kIx/5CLOzs7zwwgtMTU0xPT1NtVpla2uLb33rWyQSCT74wQ+Kt4XNZsPn83H77bfTarU4fvw4x48fp9lssry8zMWLF2XRpF6v43a7JRlFh7zqY9P8sKZjHA6HDDh1gbPb7VSrVXq9HhMTE9JRa0tW/Xu63S7j4+NStDc2Nsjn84RCIaEydGSXVo9oflwHzYZCIVkFn5ubY9++fdTrddbX17HZbNx+++1yEnG5XAwNDbG4uMjIyMg1rniAaLe1VauZzGLCxI3FnijSrVaLZ555BrfbzdWrV9nc3GRkZISRkRHhYPP5PJ1Oh8cee4xDhw7x0ksvkcvlmJmZYXl5WcJZ2+02iURCho7PPvusbC5ubm4yNDQkw7F6vX5Nuor2AVlaWsJiseDxePB4PFQqFVmQSSQSdLtd4aM1/bBb+eFwOMhkMjLADAaDRKNRGQLqLb7dv8PlcolOOh6PSwDA1taWqEc2NzcJBoMkk0lKpZJYlvp8PtF0b25uAvDggw+ilCIajbK2tka9XmdtbQ2XyyX67H379smCjc/nE3rklXakOi1c0x8mTJi4cdgTRTqfz/Otb31LIp2mpqZYWFjg6NGjRCIR0fdms1kOHjzIysqKqBcOHDjAww8/TK1WkyJUKpU4d+4cXq+XTCbDiRMnaDabDA4OSjBAt9tlZWVFCpXb7aZWq9FqtXjkkUeYnZ1lcHCQSCTCwMAAlUqFYDBIq9XC5/MJtQBcE94aCASo1WqEQiGhBrT3x9ramuilLRYL+Xxe+O9ms0kulyMWizE5OUm32yWVSjE2NibdudVqJZ1OEwgEcDgctNttYrGYDA015aI76pWVFWZnZ2k0Gly5ckUWd5xOJxsbGyL583g8zM3N4fF4rnEK1EoOt9st/tumn7QJEzcWe6JIe71eGRaOjIywublJIpFgZGSEp59+Gq/XK532Jz7xCQqFAufPn6e/v58HH3yQWq3G0NCQaJ+PHj3KlStXOH/+PJ/61KfIZrPEYjHcbjftdlsSR4LBoNAYgEjpcrkct99+O+VyGafTyfr6OhaLRRJR8vk8DoeDUCgkEV5ut1sGjOFwmL6+PuCHumm32y1dqE5G0Z2plvu1Wi0ikYjw3ysrK7TbbYm0isViZLNZMZ/Sx6w5bn0FMTg4KIPMQCDA9PQ0Z8+eRSlFIBDA6/WSy+WIRCLU63WWlpawWq3CmQNygtE2qfo2UydtwsSNxZ6Q4DkcDo4ePUogECCRSGCz2bj33nsZHx9na2tL7DxHRkb4+te/TiaTwefzcezYMck9LBQKpFIpPB4PmUyGs2fPcurUKemOHQ6HGOPrNBa9qKLd6+r1Ol/84hfF2H90dJTBwUGmpqY4evQosN01+/1+PB4PrVZL1tg7nY4oJnTXCducrtZFB4NB4vE4TqfzR1Qhep07EolgsVhoNBoMDQ3JY0WjUfGL1jajNpuNeDwuw0yv1ysa6lqtxsLCAgAXLlyQ13BoaIh4PE6pVJKriMHBQe6++25cLpcssuglFs2z6xOMHiyaMGHixmBP/I9rtVqcPn2ac+fOsbCwQLvd5vnnnxdKIBKJ0Gq1GBoaEkMi7ZaXSqVwOBxcuXKFTCbD0aNH6XQ6xONxpqam2NraYt++fUJJ7A5fTSaTVCoVBgcHqdfrfP7znxeao1QqYbFY2Nrawmq1Eo1GRZOtA2y1bE1v/GnaRPtbjIyM0Gq1GB0dpVAooJQiHo/LMszq6ir9/f10Oh3RgafTaemcrVarrMRr+kGnrOg0de0dHQ6HhaPWSzq7zZDq9ToAk5OT2O12HnjgAdlI1HpxTcPsNprSCg9Ng9xqBktKqQ8B/wawAv/BMIzP3uRDMmHiDWFPFGm9BPKe97yHhYUFZmdn5XL71KlT9Pf3c/bsWb785S/j8/kkL3Bubo5arcaxY8e4fPkyd9xxB16vV5QiW1tbIrnb7TmhO81AIMDjjz/Oyy+/TKFQoNPpMD4+Lt2w1WoVqdzudHHdtWrZn6YJdFJ5u90WS9JAIECz2RRdtuaxvV4vBw8epFQqSTLL1atX+dKXvkQikWBwcJBoNEq5XBYXPrvdfs0WZK/Xk+gsgEqlQigUYmRkRKiayclJvvSlL8la9+TkpPDbegag/aJ1t6x9pDUnrbtzbbJ0q0ApZQX+b+Cn2A5Ifk4p9TXDMC7e3CMzYeL6sSeKtMVi4ezZszz88MPMzMzw0Y9+lOXlZUKhEIVCgUQiwS/90i/RarXodDrMz89TKBTodrucOnUKj8fDxsYGBw4cIJ/Pi9NcJpNh//799Ho9Wq2WFCHdja+vr1Ov18nn84yNjV2TPKJXtsPhsBTKvr4+AoEAPp+Py5cvEwgE8Pv9hEIhnE6neDxrH+qVlRVJlKnVagAy9NNc9fj4uITv6mgsLeGLRCISPtDr9cSTWtMdmsfWhVPrtZVS5HI5MazKZrMSFnDbbbf9iPe2lthpQyWtdoHtSDJNcehO+xbCHcCcYRgLAEqpLwA/w3b+pgkTtwTUXpBUKaXKwOzNPo6bgD4gc7MP4k1gzDCM2M0+iB8HpdTPAR8yDONXd77/ReBOwzB+8xX3+zTw6Z1vp3nt9+Kt+vd6q/Buf/7w2q/B2/Z/Yk900sCsYRivFnT7joZS6sy78XnfQLwaN/MjXYlhGJ8DPvdjf9m7/O/1bn/+cHNeg1vq2tWEiTeINWBk1/fDwMZNOhYTJt4UzCJt4p2M54AppdQ+pZQD+OvA127yMZkw8YawV+iOH3up+Q7Fu/V53xAYhtFRSv0m8C22JXj/yTCMCz/Br3y3/73e7c8fbsJrsCcGhyZMmDBh4tVh0h0mTJgwsYdhFmkTJkyY2MO46UVaKfUhpdSsUmpOKfWZm308byWUUktKqZeVUueUUmd2bosopR5RSl3d+Rzedf/f2XkdZpVSH7x5R/7uxY97P6pt/Nudf39JKXXyZhzn24nreA3eo5Qq7ryvzyml/rebcZxvF5RS/0kptaWUOv8a/35j3wN6BfhmfLA9zJkHJgAH8CJw6GYe01v8/JaAvlfc9n8An9n5+jPAv9z5+tDO83cC+3ZeF+vNfg7vpo/reT8CDwPfZFuDfRfwzM0+7pvwGrwH+MbNPta38TV4ADgJnH+Nf7+h74Gb3UnL2q5hGC1Ar+2+k/EzwB/tfP1HwMd33f4FwzCahmEsAnNsvz4mbhyu5/34M8AfG9t4GggppQZu9IG+jXg3/p+8BoZhPAbkXucuN/Q9cLOL9BCwuuv7tZ3b3ikwgL9SSj2/s3oM0G8YxibAzuf4zu3v9NfiVsD1/A3e6X+n631+dyulXlRKfVMpdfjGHNqewQ19D9xsnfR1re3ewrjXMIwNpVQceEQpdfl17vtOfy1uBVzP3+Cd/ne6nuf3AtteFRWl1MPAnwNTb/eB7SHc0PfAze6k39Fru4ZhbOx83gK+wvalZEpfGu183tq5+zv6tbhFcD1/g3f63+nHPj/DMEqGYVR2vv4LwK6U6rtxh3jTcUPfAze7SL9j13aVUl6llF9/DXwAOM/28/vlnbv9MvDVna+/Bvx1pZRTKbWP7c7k2Rt71O96XM/78WvAL+1M+O8Cipq+eofgx74GSqmE2vHHVUrdwXYdyd7wI715uKHvgZtKdxhv/druXkI/8JWd97IN+LxhGH+plHoO+JJS6leAFeBTAIZhXFBKfYltr+MO8PcNw+jenEN/d+K13o9KqV/b+fd/D/wF29P9OaAG/J2bdbxvB67zNfg54NeVUh2gDvx1Y0f28E6AUur/x7aCpU8ptQb8HmCHm/MeMNfCTZgwYWIP42bTHSZMmDBh4nVgFmkTJkyY2MMwi7QJEyZM7GGYRdqECRMm9jDMIm3ChAkTexhmkTZhwoSJPQyzSJswYcLEHoZZpE2YMGFiD8Ms0iZMmDCxh2EWaRMmTJjYwzCLtAkTJkzsYZhF2oQJEyb2MMwibcKECRN7GGaRNmFij0Ap9TeUUmeUUhWl1OZONNV9O//2j5VSf/Jjfv4fK6WMHY/n3bf/baXUD17l/ktKqffvuk9357F3fwxe57HfppR6fCdFfO3VEsSVUv/lFd8rpdQ/V0qt7/zc995IFJdSyqOU+ndKqczOzz92vT97K8Es0iZM7AEopf4h8K+B/51tL/JR4N9xnSGwOyb8v8h2gOov/5i7vxaeMgzD94qP600c+TzwGBABHmTbb/pjO4X0/1FKRXeOc0wp9e93jvdTwN8F7t/5uaeA//oGjvdzOz93cOfz//sN/OwtA7NImzBxk6GUCgL/lO2ghz8zDKNqGEbbMIyvG4bx/7nOX3M/MAj8FtsJP46363hfA+PAfzMMo2sYxjzwA+CwYRg14A/YPuHcz/bz/Jc7IQH7gB/sJJN3gT8BDl3PgymlpoGPAZ82DCO987jPv+XPag/ALNImTNx83A242M7BfLP4ZeDrwBd3vv/oT3pQu7FDK/y717nLv2Y7Usq+U0DvBr698286WUQBPUAnDn0BmFRKHVBK2dl+Dn95nYd0J7AM/JMduuNlpdQnr/8Z3Towi7QJEzcfUSBjGEbnzfywUsrDNnXwecMw2sCf8qOUx11KqcLuD7Yplde7z7z+B8MwfsMwjN94ncP4BtuxWnXgMvAfDcN4bufY/gHwG2zTIf8Y+Ec7dMcm8Dgwu/Nzn+L6KYth4AhQZPsK4jeBP1JKHbzOn79lYBZpEyZuPrJs5+m92czRT7Cdi/kXO9//N+DDSqnYrvs8bRhGaPcH2xmbvM599l/PgyulImx3wP+U7SuCEeCDSqnfMAyjZhjGpw3DyAIYhrFsGMav7dAdvwec3rm/C/gnwHd2CvuPQx1oA//cMIyWYRjfB77LduDzOwpmkTZh4ubjKaABfPxN/vwvAz5gRSmVBP4728Gpv/CWHN2PxwTQNQzjjw3D6BiGscY2lfHw7jsZhvG3X/Fzx4EvGoaxtvNz/wUIc3289Es/+WHfGjCLtAkTNxmGYRSB/w34v5VSH99RRNiVUh9WSv0fu+5qUUq5dn04lVJDwENsc9C37XwcB/4lb17l8UZxhW2Byd9QSlmUUgngrwEv/pifew74lFKqf+fnfpHtk8sc27/wv7xStrcLj7F9JfA7SimbUupethO+v/WTP529BbNImzCxB2AYxu8D/xD4XSANrLLNs/75rrv9AtuX+fpjnm3Z3TnDMP7KMIyk/gD+LXBMKXXkDRzG3a+ikz4NsCOb+/evcewl4GfZ5pPzwDngPPAvfszj/Uu2C/k5oLDz8580DKOw8+8jwBOv8ZhttuWJD7PNS/9/gV8yDOPydT3TWwhqmxoyYcKEib2DHQnhi8CxnYL8roVZpE2YMGFiD+NtozuUUh9SSs0qpeaUUp95ux7HhAkTJt7JeFs6aaWUle1hwk8Ba2wPCH7BMIyLb/mDmTBhwsQ7GG9XJ30HMLez7tliW45zXR4EJkyYMGHih3iz4vkfhyG2p9Maa2yvcQqUUp8GPg1gt9tP9ff3o7t6u91Or9fDMAyUUnQ6HaxWKwC9Xo9Wq3XN/Xq9HhaLBcMw8Hg88tlqtWKxWOj1evox6fV61Go1SqUSNpuNTqeDUopgMCi/o91u02w2AWi320QiEbLZLKFQCKvVSqVSweVyYbVacTgctFotGo0GNpsNq9VKu92m2+1is9lwOp0opeh2u7RaLWw2mxyTfo69Xg+r1Uqr1UIphcPhkGNVSmGxWGg2mzQaDbYXtcBqtWK1Wul0tpfUDMPA6XRitVqx2+10u115Pr1ej06ng8VikdcTIBgM0m63KRQKhEIhWq0WXq8XwzDk8QqFAn6/H4/HQ6lUotFoUC6XM4Zh7F6UeMegr6/PGB8fv9mHYeIWw/PPP/+2/Z94u4q0epXbruFVDMP4HNsuVuzbt8/4lV/5FWKxGF6vl/n5eQYGBgiFQmQyGdrtNpcvX8br9dLr9fD5fDgcDlKpFADdbpder0cul+PYsWMMDQ1xzz33EIlEcLlcVCoV7HY7pVIJq9XKyy+/zHe+8x2Gh4dxOBw4nU76+vpwOp3kcjmy2SyxWIy1tTXsdrs+XpaXlymVSiQSCer1OsVikVgshs/n4+6776ZQKFAqlUilUjidTk6fPo3X66VQKLCyssLo6CidTodut4vD4ZAPpRS1Wo1CoUC322V5eZlut0u1WgWQQlooFJienqbX61Gv1+Wxr1y5QigUIhAI0Gq1mJmZwel0YhgGa2truFwuut0uhmHQ7XbJ5XI0m03+3t/7e3z7298mn89z8OBBDMPgyJEjrK2tUSgU+MY3vsELL7zA0aNHuf322/nSl75Eo9Hg+9///vLb9L656RgfH+fMmTM3+zBM3GJQSr1t/yferiK9xrbGUWMYeE3Lw16vR39/PxaLBZ/PR39/Px6Ph4GBAXw+H9lslmPHjtHtdjl37hy9Xk865VqthsViodPpsLi4yL59+8hkMlSrVbmPYRgkk0mazSaGYZBOp8nn80QiEenCn3nmGY4fP87GxgYej4dyuczAwADFYpFIJMLU1BSjo6N8/vOfJxaLsbW1RTabpVarEQ6HaTQa2O12nnnmGZLJJCdPnuTpp5/G5/Ph8/loNptcvHiRYrHIgQMH8Hg8vPjiizidTnTnVq1WMQwDi8Uixx8MBgmFQjz66KMABAIBNjY2sNvtXLlyhWAwSKVSYXNzk16vx4kTJ7h8+TLdbpeFhQXuuOMOrly5wvz8POPj4wwMDFCpVBgdHZWrE4/Hg8ViwePx0O125YQRCoUIhUK4XC5CoRAWi4Vyufw2vWWuxc5c4wywbhjGR3dWj7/IttvaEvDzhmHkd+77O8CvsG3c8w8Mw/jWzu2ngP8CuNlemf4tw5QzmbjF8HYV6eeAKaXUPmAd+OvA33itO1erVZLJJG63Wy7tLZZtujydTrO4uEhfXx+5XI7R0VFsNhv5fJ6trS1isRixWIxarcb4+DjNZpMDBw7IfXw+H/BDmsTr9RKNRikWi2xsbBAKhVhdXWVqaopSqcTa2ppQA+l0miNHjhAMBslms7TbbT796U/z6KOP8tBDDwEwOztLOBym1+vx5JNPcvToUfbv38/Y2BiPPvooBw4cYGtrC5vNRrPZpFqtks1mWVpawuVyyQlifX2dRCJBt9vF4/FQq9Xo6+vD4XCwtrZGMBikUCjw3HPPSdcfiURIp9N0u11KpRJHjx4lFotx4cIFkskk5XKZJ598kpWVFbrdLt1ul2w2i2EY9PX1yUkrEongcDiw2Wy4XC5isRjRaJSzZ8/SaDTw+/2srKzQarXkyuIG4LeAS0Bg5/vPAI8ahvHZHbXQZ4DfVkodYvv9dZhto51vK6UO7Fhf/iHblNrTbBfpDwHfvFFPwISJtwJvS5E2DKOjlPpNtlc0rcB/Mgzjwmvdv9fr8dWvfpUPf/jDHD58mGKxyLPPPksmk6FUKtHr9bhy5Qo2mw273U6tVmN9fZ10Oi2888bGBqurq8LH2u128vm8UAbFYhGr1YpSSvhmu92Oy+Vic3OT9fV1ms0m8XgcwzBYXV0lmUxisVio1+t8+9vf5sSJEzQaDdLptNz3fe97HxsbGwwMDPCzP/uzzM7O4nA4qNfrnDx5kr6+PkKhEG63m3Q6zYULFygUCoyNjUnB6+vro7+/n76+PjKZDPF4nG63i9/vp9Vq4fF4WFhYYHh4GKWUUCobGxskEgkKhQKdTodz584JleJ2uxkaGiKVSjEzM8PS0hKGYVAul8nn89x///1sbW2xtbWFy+UimUxSrVYZHBxka2uLWq3G0tISmUyGcrlMo9HAYrEQiUTejrfMNVBKDQMfYXtj7R/u3PwzbK/9AvwR8D3gt3du/4JhGE1gUSk1B9yhlFoCAoZhPLXzO/+YbW8Ms0i/TRj/zP9g6bMfudmH8Y7D29VJYxjGX/BDV67Xhd1u5+jRo2SzWZ577jmSySQ2m41AICCDuLm5OQ4dOkSv1yOTyVAoFJiZmaHRaNDr9RgZGWF9fZ3x8XFmZmaoVCqEQiHa7TbtdptkMsno6ChKKZxOpxTJRqOB1WqlXq9z/vx5EomEFCq3243X62Vra4vV1VVuv/12Hn30Uebm5vB4PAwNDTE1NYXD4WB2dpZYLEan06FarTI7O8vExIQMIl0uF4ZhYLfbsdvtbG1t4XA4SCQSeL1e7HY7Fy5coFqtsrGxQTwep9lsEgqFGBoaYnx8nFKphMfjIRQKcenSJUKhENVqlU6nQ19fHw8++CAjIyO4XC7W19fZ2tpicnKSdDpNqVRCKcXAwIB0zNFolAsXLtDf34/f76fX61EqlXC5XADCgy8tLQnHHQwG3663zG78a+B/Bfy7bus3DGMTwDCMTaVUfOf2IbY7ZY21ndvaO1+/8vYfwe4h9ujoK907TWi8XhEe/8z/uMFH8+7B21ak3wi63S6pVIpjx47hdDrx+XxYLBaWl5elIzx+/DjLy8s0Gg3cbjehUIilpSXsdjv1eh2bzcbMzAxjY2O0Wi2azSZut/ua4VkgEKDT6fDcc8+RyWSwWCwMDAzQ7Xa5fPkygUCAiYkJarUanU6HkZERUUeUSiUeeeQRcrkcDz74IF6vFwCXy0W73SYYDBIIBCiXy2xubgKQTCZ5/vnnGR0d5eDBg3Q6HRlmNptNNjc3WVtb49ChQ1itViYmJnA6naRSKVG0XLp0iUQiwfr6Opubm3IC0dyw5oztdjvpdJpAICAnt2eeeYZgMEir1SIWi+H3+4nFYhw9epSpqSkWFhY4ePAgvV6PQqFAIpEQpUm9XqfRaNDpdBgfH+fy5cusrq4yMjLymn/HtwJKqY8CW4ZhPK+Ues/1/Mir3Ga8zu0/euOuIfbtt99uctZvIczu+ifHnjBYMgyDWCzG4uIiFy9eZHV1lUwmg8vlYmVlhe9///tsbGzPHdvtNktLS1y9epVcLifFt1arsbGxQT6f59lnn6VWq5HL5XA4HCJLy2az5HI5jh8/TjqdJpVK8dJLL8lw0GazUalUSKfTorpIJpPMz88zMjLCoUOHGB8fZ3BwELfbTbvdJpfLMTg4iN/vJ5vNMj8/TzabJRwOs76+jsvlol6v0+l0sNvtVKtVLl26RDabxev1Eo/HefLJJ1lbW6NSqUhRHBkZweFwEI1GaTQa5HI51tfXef7556lWq1gslmtOFNVqlXQ6zQsvvMAjjzxCJpPhoYceolQqCQWkh4lra2s4HA7Gxsbw+XzYbDY5Rr/fj8/no1Ao8Nf+2l9jaGhIBpntdhuP53qsfn8i3At8bIeu+ALwPrUdwJpSSg0A7Hze2rn/aw2p13a+fuXtJt4CmJ3zjcOe6KSbzSYLCwtYrVa63S6xWIxQKEQqlaLValEul0We1mq1cDgchEIhcrkcy8vL1wzm+vv7qdfrOBwOqtUqtVoNr9dLIBAQbXKpVJIOudfryQCv2WzSbrexWq2Mj49z6dIlotEotVpNjqdWq7G8vIzT6cTlcpFOpykWiyLzm5iY4MCBAzK0jMVi1Ot1KZDdbpdwOEw4HMZut4u2ORqN4vV6KZVKvPDCC4yPj1Ov12k2m2xsbGAYBocOHSKdTmMYBqlUinA4LAW13W7zwAMPMDQ0RDKZFBlgLBbjpZde4uDBg/h8PpRSxGIxHA4HlUqFer2Ox+ORIWK328VqtbK4uMjo6Cif/OQnsdvtfPe738XhcDAxMfG2vhcMw/gd4HcAdjrp/8UwjL+llPo/2bbe/OzO56/u/MjXgM8rpX6f7cHhFPCsYRhdpVRZKXUX8AzwS8D/9bYevAkTbwP2RCcN4Pf7sdvt9PX1YRgGi4uLzM3NcenSJa5evcqVK1coFovYbDYymQx2u51Wq0WtVqPRaNDtdvH5fLhcLlqtFu12G7/fT6lUkiKqh2bFYpFqtUq5XMbpdIp2uN1us76+TjAYJJ/PY7fbKRQKeDweCoUC4XCYWCxGpVJhcHCQ4eFhIpEIw8PDHD58mEAgwNbWFu12m16vRywWI5VKyWPpAq25ad2dapmdXk45fPgwjz32GI1Gg3q9Tr1eZ3l5WSiaoaEhZmZmSCQStNttHA4HHo+HxcVF/vIv/5LNzU2azSbr6+vyHLW00GKxUCwW6fV6FItFRkdHWV1dZWNjQ5ZuGo0G4XCYtbU1ZmZmUEqRyWSoVCpvO93xOvgs8FNKqats2w18FmBnIP0l4CLb6SB/f0fZAfDrwH9g2594HnNoeN24nk7Z7KZvDPZEJ62UIp/PA8jnRCKB3++nXq/j9XpFMaELnVJK1BB6K87pdFIul6UA6WURp9NJtVrF7XbjdDpJJpOiEdZbfo1Gg0OHDnH16lU6nQ7r6+vUajUCgQA+n0+0wxMTE9Lhj4yMoJTCarXidrtxu910Oh2hGDweD5OTk2QyGen+q9Uq8XicarVKIBAQfbjWfHs8HjqdDkePHiUYDNLr9YhGo0xNTQGI3E5fEdRqNZxOJ/V6nVarRTgcJpFIyHajHo56vV6+9a1vcerUKXw+H263W1QhnU6HYDAoqhW/34/b7eaLX/wizWaTgYEB3G43+Xye/v7+G/a+MAzje2yrONiJX3roNe73L3gV72LDMM6wnYNn4jrxSg751b5/M7/HxJvHnuik9eDKZrPhdruFQ242m/h8PuLxOK1WS7rKarVKJpOhVqtJ91kqldi/fz/1ep1SqSSr481mk62tLdLpNI1GQ1bG19fXKRaLFItFWq0Wfr+fWq0miox8Pk+z2WRkZIRyuUyxWJQNyFarRaVSoVKpyJq1Xv9OJpNybIZh0Ol0hJaYn5/nxRdf5NKlSzIYLBQKXLp0SU4cVquVYDDIvn378Pl8RKNREokEAPF4XBZMRkZGiEajtFotcrkcNpsNwzCIx+MUCgWuXr3K5uYmGxsbbG5uks/nCQQCPPvsszgcDgqFAqurq6ysrODz+QiFQjQaDRwOB/l8nsXFRU6ePEkqlcLn8/GJT3yCeDyOuTL9zsNP0hGPf+Z//MjPv9bvMzvvN4c90Un3ej0pxK1Wi2g0SqVSoVAo4HA4qNVqwPaAcWNjA4fDITKxbreLy+WiVCoJvTEyMkK32+Xll1/mjjvukFVurXnW+mqfz0elUqHb7RKJRGTBRCsmOp0O+Xyezc1N+vv7WVtbw+fzyWLH8vIyExMT5HI57rzzTgKBgHS62hfE5XJhs9koFovs27dPvDhsNhtra2vE43H279+P3W6n3W5jt9uxWCwEAgGR162srDAyMsLGxobQOi+//DJ2u52BgQE5LpfLxUsvvYTdbqdSqVAqlYSLz2azxONxGo0GQ0NDFItFBgYGeO6554hEIrJmbrPZhJopl8vi73HvvfdSLBbFX8XEOx+7i+qbKbA/6c+b2MaeKNKwLVdzOBx0Oh2RslUqFZrNJt3uNsXo9Xrx+XzY7XaKxaIMuTSnu7GxIWqF4eFhBgcHabVaOJ1OAFnIqNVq9Ho9KpUKhmEwNTVFOp1maGiIcDjM5cuXqVQqRKNRNjc3CYVC0hUnk0kpah6Ph3a7zcmTJ0mn01y8eBGv10sul8Nut9PpdCgWi8Tjcfx+P1tb24IEu93O/Pw8w8PDhMNhCoUClUpFTlQOh0MbGTE8PEwqleLFF1/E5XIxOTnJSy+9RLVaJRgMUq1WSSQSsojS399PoVDAYrEQj8dJpVJMT0+LDM/j8TA8PMyVK1dkaUXTRHrt2+l0UigUOH/+PPv27aNWq/HAAw/w0Y9+lGKxeNPeIybePrxeEX07C6xJi/x47Am6AxAHuVAoRDAYJBaL4Xa7sdlseDweWVvW3ap2yKvX66RSKQ4ePCiX6zabTdahtenR6uqqDM4mJiYYGxvDMAwqlQrPP/+8HAPA6uoq+Xz+Gr+KxcVFarUag4ODQjucPHmSBx54gL6+PiwWC263m0ajQTAYxG63s7CwwObmplAvsVgMl8tFKpWSle4rV66QzWZFRqeUEr5ac95utxulFC6Xi7m5OcbGxhgdHcXhcADbWumxsTGq1ap4iuiOVxtMRSIR2X4MBALceeedlMtlkskk6XRaFn+0/trj8bC5uSmDxP/4H/8jgUBA1vVNmHg1mAPHtx574n+cLkDaDa5Wq6GUEnOi3QMwzfcCWCwWoScGBga4cuUKvV6PgYEBXC4XmUwGgFqtJhxzp9Nhbm6O5eVl2u02TqeToaEh3G435XL5Gq+PQCBANpul1WrR19fHwMAA4+PjTE9Py9KLLub9/f1EIhH8fr94kUSjUTwej3TZS0tLUoDn5+fxeDx4PB7m5uZIpVLU63USiQR2ux2lFHa7XZZTstksVquVcrksr49+TZaXlzEMg9tvv53Tp08zMTFBOBymXq8TjUap1+vMz8+zvLzM6OgoFouFVqvFY489xuDgoGiuW60Wbrebq1evyuu8sbHB2bNnSSaTXL58WU5kJt65MIvo3sKe+B+neVrtSFetVmXdW3fMu4tDr9e75vsTJ05c47XxzDPPkM1mOXLkCOVymWq1SiwWw2Kx0Gg0WFlZAZAFE62S8Hg8QoPYbDbpqPUws1gs4vF4mJqawm63s7m5KSvdbrcbl8tFLpcjEAgwOztLtVolFArJGnan08HtdlOr1RgYGCCVSrGwsEA8HsfpdNLf3y9LOOVymenpaWB7+DkxMUEmkyESiZDP5+l0OvIaaVmepi0OHDhAs9mkVqtRr9dpt9si90un0/R6PVZWVmQD0+v1Ui6XiUQiKKUIh8NcvXpVTmqVSoX77ruPXq/HH/zBH9zYN4cJE+9y7IlOGpDNQJvNJgsmXq8Xt9uNx+OR5ZHdpvmdTkf8pa9evYrf7yeZTNJoNMSDOZVK4fF4aLVa5PN5uZx3OBwywOt2u6Ic0XSG1WoVD5FGo8HGxgaXLl3i+9//PrOzs9RqNfbv38/m5ibZbJbz589z7tw5KWp6C1LbiPb392Oz2cSudGNjQwaFa2tr1Go1ZmdnWVxcJBDYNn577rnnePLJJ3nqqaekk+50OiwtLbG1tUWj0cDj8bC6ukq5XGZ1dZVerycSwZWVFYrFIuVyGavVytzcHB/5yEdwu91MT08TDoex2WwyC+h0OhiGIf4dhmGIw9/x48cpFAqsr6/fzLeJiXcwdAdvDhyvxZ4o0kopSRzRKSr6s94M1ByrTjtxuVw4HA68Xi/dbpf5+XlarRbdbleogHa7LUWy2+3SbDZJp9Oy8AKIf7KW9S0uLjI5OSmDP+1gt3//fvbt24dhGDz//PO0Wi3OnDlDsVjkxRdf5MCBA0xNTYkiYnh4mIMHD9JqtTAMg6effprl5WUCgQBut1uedzgcpq+vj3Z7O7W+3W5jGIb4StvtdoLBIKlUirW1NdbW1hgZGZHjX15eJhqNije2Pgm9+OKLtNttUYSsr68Ti8U4f/48y8vLVCoVLly4wNbWlqyCX7lyhUuXLlEoFORYisUiH/vYxxgYGGBpaYlf+qVfugHvCBNvN2528bvZj38rYU8Uae0UBz+MuOr1ehJDpWOkdOyTXiCx2WycPHlSDJG0Xtnj8eDz+USJoLlbTW/oiC39oU8CDoeDhYUFWq0WY2NjcnyRSEQkbaFQiE6nw5kzZ2i1WgwNDTE0NMTq6iqbm5scPXqURCKB1WqVLlSbMG1sbLC4uMhjjz3GU089xfLyMq1Wi5MnTxKNRvH7/ZJCo/XQXq+Xzc1NwuEwsD18bLfb1Ot1oTaq1Sq5XI58Ps/CwoJcTQwNDYm5v9/vZ9++fWxsbPD1r3+dxcVFIpGIuOQ1m028Xi+jo6NEIhFRxASDQY4ePcrZs2fp9Xrcd999N/KtYeItxm5d86tpnN+ux3y9r9/osPHdVuD3RJEGpBDvLtK6eNpsNum0O52OZBDqYvXCCy+I6kBfonu9XpxOJzabjVarRalUkjxDrQPW3bXeZKxUKrTbbQ4ePEgymZSTQqfTwWazMT4+jsfjIZlM8uSTT/L444/z2GOP0e12OXjwIIlEgieeeIJvfvObWK1Wzp49S39/P9PT07hcLg4dOiQuftqcSVMoq6urbG1tEY1GOXTokNA/elvS6/WK5C6TydDtdgkGgzQaDaLRqHhQa17d7/dz4cIFcrkciUSCWq3GwsICtVqNoaEhqtUqH/7wh6lUKjgcDnK5HKVSSZQzevHn1KlT4ity+fJlfv/3f/+mvUdMvHvwbivEr4cfOzhUSo0AfwwkgB7wOcMw/s2biTN6PWh649Vu1zppHZCqeVStyNBeHna7nbGxMVFIJJNJAoGAuMB5PB4JAbBarfK7NEXi8/nI5/OygVitVqlUKsJ7P/HEE7hcLoLBoASzPvXUUywtLXHnnXcyNTWF2+3m6NGjLC8vS2TW3NwcBw8eZGxsjP7+fskYPH/+PKurqxw/flxOHKlUisXFRZxOJzMzM7jdbmKxGOvr6xLRtba2htPppFQqCY/u8/kYGBiQYm+xWCQAYGVlRV6b+fl5Op0Ov/ALv8Ds7Cwvvvgi+/fvZ3BwUP4G+opjfHycu+++m3Q6zXe+8x1isRjf/va3f9yf0oSJtwRvpNN+J+N61B0d4H82DOMFpZQfeF4p9Qjwt3njcUavCd01azXHbiilxKFtd3frdrvFexl+GEir16G1QX6z2cTpdF6jwIjFYhQKBTH91+G2evtRqyJ2d/B6wURLAtPpNE6nk0AggGEYfPvb35ZEEy3LGxgYkAGoHv7p6Kr77rsPp9NJPp9nYmKCtbU1SqUSPp+PU6dOUSgUZK3dMAx8Ph+dTofjx48DcPXqVRqNBouLi6yvr9PtdhkdHZXuWG8aare+paUlNjY2uO+++8jlcgwMDMimpVZ7NJtNWXu/4447sFqtPPnkk/R6Paanp4WvNnFrYa8XuuulPN6Niy8/tkjvpGHoRIyyUuoS2wkXbyjOCHjqtR5DKzVarRYWi0VUF7uHiL1eT/TRgAS4vvjii5w+fZr19XUKhYJYf46Pj5PL5ahUKkKFVKtV7HY7Xq+XfD4vxVkP97SrnsvlEsqjUCjIsFGrS3TsVKvVIhQKUS6XOXPmDJFIBJ/Px+joKIVCQfTfY2Nj4gNy5coVCcKNxWJMTk5y9OhRarUak5OTBAIBbDabDEir1aroly9cuMD999/P8vIy6XSaTqfDwMAA4XAYh8NBq9WSVJelpSWJ4DIMg5WVFVlW0SEJFy5ckLVxPXQNBoM0m02OHj3Khz/8YaGETp8+LYNYE3sfuugtffYje75A78atdKw3Cm9IJ62UGgdOsO3P+0bjjF75uySyyG63y+BOd8V64QK2h1f9/f3Y7XYxYUqlUlgsFn7t136NeDzOF77wBV566SUWFha466678Hg8uN1ums2meDeHQiGhIbSyolAoiNbYarXicDhIp9NMTk5y5swZHA4H4XCYeDwulqXFYhGlFH6/H6/XS6FQkIWSSCTCPffcQ7PZJJvNctttt5HP50V/PT4+zvr6Ok6nUzr83by5pija7TbT09OUy2V+7ud+ju9+97t8+MMfliUT7YHd7XbZ3NykXC4TjUYplUoyPE0mk6yvr7O+vs6BAwdot9vE43HZVMxkMuIx4vV6qdfrskx0//33A3Du3Dk2NjY4duwYzz33nAwUTexNvNO7zXdjEb/uIq2U8gFfBv4nwzBKr6Qkdt/1VW77EVee3ZFFbrfb0LyzpgNcLpeoKprNJkNDQ/h8PgKBgBj+60LpcDgIBoNYLBZZvQ4EAuLdrLf0EokEnU6HeDzOxsaGBKzqtJFKpcL+/ftpNpsEg8FrLEA1Z+xyucTxTlus5nI5eexGo8HTTz8tCyyPPfaYdNd2ux2Hw8HMzAxPP/007Xabxx9/XDpwveXY6XSYmpriySef5ODBg0Kf6M3A0dFRvF4vs7Oz8lzvueceer0ewWCQK1eukM/nGRsbw2q1srGxQaPRkIWZ4eFh7HY7x44dEw8Q/Xz0yVKn1KyurjIxMSHp6xMTE3z/+9+/3reNibcZP64ovxuL2jsN11WklVJ2tgv0fzMM4892bk4ppQZ2uujriTN6TbxSDnfbbbeJXWcul6PT6bBv3z7K5TJ+v5+VlRXhXXXX6fV6sVgsIr1rtVo0Gg0CgYD4O1ssFvHvyOVyMpT0er0opcT/udlsMj4+ztjYmGz/aaMnnZitg261CsLn83HbbbcxPz9PqVSSYxkYGBBlicVikTDcu+++m1AoxNraGtlslkuXLvGe97yHZDIpUVorKyuUy2WefvppDMMgmUwSDoeFnolEIuK77XA4iMfjpNNpEomEDBmtVivVahXDMMhkMpI8o3MW19fXUUpJd62Uot1uX1Okw+EwmUyGXq8ntqkm3h682U5498+9mwrzO/3KAa5P3aGA/whcMgxjt/7qa7yBOKMf9zi7He1mZmZYWVkhl8sRjUZJpVIUi0XsdjupVIorV64It5zNZoWXtVgsknricrnw+XwMDg7SbDbFo7pSqTA3Nyf+1ToRZmhoiKWlJbLZLO12W3xBOp2OdNa6QPf395NKpfB6vdRqNU6cOEGxWKTdbjMwMCC2olarVU4USimuXLlCqVTi4YcfFnojEokQj8e5/fbbWVxcFAOoTqfDiRMnyOVyWK1WiRTTj5NMJtna2iKfzzM8PEw6nQa2Nym73S6hUEiGnprHHh0dZWlpCY/HI1cs7Xabra0tLl68SKlUYmpqSkyZ/uqv/opOp8NP/dRPcfnyZVkgMrG38G4qyhrvhuKscT2d9L3ALwIvK6XO7dz2j9guzl9SSv0KsAJ8CrbjjJRSOs6ow7VxRq8JPRy02WzSKesVcN2F6iFaOBxmaGgIj8cjPKp2ytN5fdVqlQMHDmAYhgz3lFKMjY1x5MgRDMNgYGBAjPK3traIRCJSjAOBAIlEQpJiAIaHhxkaGpJlF535V61WmZqa4tixYxiGQa1WIxKJiHRQmzBZrVY2Nzf5/Oc/Lwsu2tioVqsRDoc5ceIEgUCATCYj/LV29AuHw+IzrZ9TNpvFbrfz2GOPcdddd9FsNhkdHcXn8+F0OuWkNTAwwNzcHKFQCI/HQ6PREL9u7T+ih4/JZJKrV6/yzDPPcM8995BOp5mfn+enf/qnSaVS1/veMvEG8W4stj8J3i2v1/WoO37Aq/PM8AbjjF4PugsOBALs27ePxcVFDh8+zOzsLB6Ph76+PlE0JBIJPB4PSimi0ahQGT6fj1wuJ1aeeiBZLpdptVriKFepVEQDXa/XGRkZwefzcfToUQqFAnfffTdDQ0Pce++9xGIxyuUy6XSaZDJJKBSSgun3+4UTBjhz5gw2m43+/n5OnTqFw+Hg+eefx+PxkEqlOHnyJNVqFafTSbFYZP/+/ZIIU6lU5ISQyWSYn5+XPEar1SpLONlslkajQa1WEw+TpaUlxsbGeOKJJ7h06RKxWIxAIMD4+DiJRIKJiQk5GdTrddm6tNlsYlEajUb51V/9VVmp93q9fOADH+DP/uzPWFpaIpFIMDAwwBNPPPFG/qwm3gSup0t8tfu8W4rWuw17wgUPkHSVtbU1vvWtb/Hxj38cr9eL1+tlbGyMQCAgieF6ESWXy7GwsMDW1pZsDGp9cr1ex2q14vV65VLf5XJRLBYJh8MMDg7idDolVbzZbDI/P08ymeTKlSuieuh0OjI8vPPOO2m320QiEbxeL+12m3w+L92otvZcXl6mXq/j9/tpNBqEQiEA8fzQfiOXL1+m2+3y3ve+lyNHjkiElh5+tlotLly4IEG7CwsL+P1+BgYGJFBAmyEVi0XcbrdosBuNBhcvXuT8+fMcO3aMoaEhYrGYDFs7nQ6RSIRqtSrywoWFBcbGxpicnJR0nH/8j/8xX/nKV2RtXwcXmHhr8WoRVO+Wy3kTr489UaT14Eqbyl++fJkvfelLRCIRms0mX//61ykWixw+fJi1tTUuXrwowy2n00k4HMblcmG1Wjl06BADAwN0u10Zko2Pj8vWYLFYxOv1kkwmsdvtjIyMiGoimUzi8/kolUrMzs4yPj7OwsICU1NTBINBCoUCd911F9lslsXFRcbGxrBYLBIsoJNVdPRXp9Mhk8kQjUYxDAOr1Uo8Hsdut5PL5eSK4Vvf2l7IdDgcHD58mMHBQdEn79+/X/TS7XabQ4cO8dJLL9FqtSQo4P3vfz9HjhwhnU5z/vx5ms0m+XyefD5PrVbj3LlzzMzM0G63ueeee4hEIhiGwfr6OoZhsLW1xfT0NPv372doaEi49HA4TCQSIRaL8dxzz4klqom3Bru1zNdz31cOBs3OeRtv5HW8FbEnijQgRkS6YK6vr7O5uYnD4SCVSqGUIpFI8MwzzxCNRrHZbGSzWTqdDoVCQTjYXC5HvV5n//790v0BMizTG3PT09M0Gg0GBwfFA0Nz3wMDA+TzeY4fP47P52NxcZEDBw7Q7XY5c+YM1WpV/Kz12nm1WiWVSuF0OoVC2NjYkKI9MjLCwMAAlUqFcrksxXpwcBDYDiYIBoO0Wi2WlpbIZDL09fXx0ksvkcvlcLvd+P3+awaWGxsbJBIJstkszz//vBhKafmh9uw4f/48lUoFn88nErx8Pk84HMbpdNJoNGRgqL2qdRhBPB5nZmaGQCAgft0mbh7Mwvzuw54p0lqpoTMMI5GIdKkul4tPfepTnDt3Tqw+7XY7sViMYrGIy+Wi0WjQaDRkrbpQKIi7nuawe70eoVBIClwkEqFQKMiSzMjICNlsVoaRkUiEsbEx5ubmyOfzEosVDodFAlgqlSgWi0QiEdFvW61WccirVCpCW4yPj8ua9vHjx6lWq3g8HkZGRqTDB3C73cJzh8Nh2RKsVqs4HA5JkxkfH6dUKpFOp/F4PNfoypeXl2VNvtlsMjc3h81m48CBA9x///1Uq1U5Tv14Ov8xFovh9/vF52NoaIh2u83zzz9PLBa7mW+TdyXMwvzuxp4o0trl7o477hCnNr15WKvV+MQnPiFdso6kymaz4ivdbDZxu93SBddqNcbGxmSBQyklgbSBQACv18vw8PA1ihKPx0OlUpFtviNHjgBw6tQpms0mhUJB1sw9Hg8TExOsrq6SyWSwWq1YLBb8fr8shXS7XTKZDBaLhVAoxMzMDLVaDbvdTrlc5jvf+Q6RSES2Iv1+P/V6natXr2Kz2ZicnKTRaLC+vk673ZZ1cb14MzIyQj6fZ319nZ/+6Z9menqaXq9HJpORzEItI9SBA61Wi+PHj4sGutfrkcvlOHr0qGiv6/W6aLL//M//nKWlJT7xiU+IJaopwbtxMIvzG8M7lcffE0Vah7iurq5Kp6YVG81mk4ceeoj/9J/+E0opVldXCYVCQiNUKhXZAtRFN5FIiGOetiH1+Xy43W7xhNZLMhaLRYp9r9fjzjvvRCnF+Pi4eHW8733v48KFC5JaUqvVWFlZIZFIMDQ0JJFUmUwGp9Mp9Ine3NPqDV18c7mcpLE0Gg2RHXo8HhKJBJubm8zOzuLz+RgZGcFms4nsTkdhLS8vCwWSzWZZWVlh3759Mljd2trC6XTSbrfp6+tjeHhY4r46nQ4+nw/DMBgaGiIajdJut2m1Wuzbt0+GqUopfvqnf5pCocDa2pr4kZi4OTCL9rsTe6JI6+05PQyzWq3k83m63S733HMPzz33nCga9IJJX18fhUJBdM26QJfLZfGmdjgcQmXoOC2dHK71xYZh0Ol0ZDW62+3idrtZW1vD5XLh9/vp9XqMjo4yOzuLzWajXq9TqVQ4f/68mOoXi0VisZh0spqC2c3jKqXY2toSi9FQKCTDPx1EkE6n8Xq9siKey+XEy1p7bdjtdjFECofDdDodLly4wLlz5wDIZrOcOHECp9NJoVDg6tWrBINBotEo2WyWSqVCsVikWq1y7NgxMa7SGvNSqUSr1eKDH/wgn/3sZ/n1X/91RkdHeeKJJxgZGXmtP6OJ64ApnTPxRrEnirTD4SAUClGv10mn09RqNQKBgPhcfO5zn5PB3ujoKN1ul1wuRzgcviYooN1uy3r0bh9pXfj1UG9qakqCaXu9nkRtaZvUTqfD4uIioVAIv99Ps9nE5/MxOTkpzniRSIRyuUyhUKCvr4/R0VHm5uYIBAJsbm7KirtOWOl2u0QiEVKpFKFQSNz5tGROJ5en02mKxSK1Wo2trS3C4TDFYlGGo3p7cjed0Wq16PV6OBwOarUavV6Pl156if7+fvHiKBQKZDIZpqamyOfzNBoN8d1uNpuSPJNKpXC5XPzFX/wFfr+fw4cPk8vlOHLkCB/+8IfJ5XI3++1iwsRr4p1IeeyJIt3tdkU/rD04kskkDz30EGfPniUWi4nbnM7w83g8okTQnbfuRnWhDQaD16hG9CBtY2ODCxcuMDU1JSoPfTk/NjZGtVolmUwyPDws3e7m5iZOp5NEIsHg4CBLS0vEYjFmZmZ45plnSKfTos/W6+faP8PpdLK8vIzNZpMlGL1YY7FYCAaDEoelaYhSqUSz2ZR17H379rG1tSUnNK1SGR0dlU1LvRr//e9/n+9+97t0u13JSDx58iQ/+7M/K4EANpuNgwcPUq/X8fl81Ot1Njc3SafTpNNpZmdn6XQ6HD58mGeffZZoNCoLRyZ+cpjd89uHd1qh3hNFWm8Frq6uio/08ePHmZiY4IknnmBwcJBqtSq5g7rQRiIRKdCFQoF2u02j0ZCtw2KxiMViQSklK+YArVaLTqfD2toajUaDmZkZ+vr68Pv9jIyMYLVaKZfLvPTSSyilRIJWq9UoFosMDAwwMTFBpVJhaWkJQORx2hJVJ8fo0AG32y3xXVarVfhor9dLJpMRKaHe9ovFYqTTafHxKBQKjIyMiBGVDinQ6d3vf//7ge2txwMHDggvrT2mv/e973HhwgUikQhKKQ4ePMjnP/95XnjhBck1jMfjGIZBIpHgn/yTf0Kj0eDChQv09fWxsLDA8vIyExMTN/4N8g6DWaDffryTCvWeKdKxWAyPx0MsFqNarfLwww/zV3/1V7RaLVKpFO12m16vRzKZxOv1ispBKxJcLhf1eh1API9brRZ9fX3idqeXX0KhEOFwmJGREdrtNmfPniWRSOB2u/nOd74jGYKNRoOXXnqJ0dFRRkZGRKL31FNPCUUwPj4u3fbExIQU5EKhQCKRoFwuS2SXNvPXRkX6ZGGxWJicnMTj8dDtdqlWq1gsFvr7+6lUKgSDQaFBtDZcb1h2Oh0cDgflcpmf+Zmf4Z577iGZTHLmzBlyuRzdbpeNjQ0qlQqzs7OSJhMKhfj+979PPp/nPe95j6STDw4Oik5dKUWxWOTxxx/ngx/8ID/3cz8nfiQmTJi4MdgTRdrhcFzDj95555189atfxeFwMDo6SigUYmtri16vJ4WwXq9L19zf38/g4CDFYlF8mbUTnlIKr9dLuVzG4XBIHFWn02F2dhaLxUK9XpeMQ4vFIhalLpcLu91ONpulWq3y2GOPSYHXx6pTwrW2OhaLMTAwQDweZ3l5WRZPHA6HrGFHIhEA0uk04XAYn88nXPLm5qYkqugtw1arJVFfL7/8MrFYTPw/DMPA5XLx4osv8oEPfAC73U6xWCSdTtNut9nc3JSf7XQ6xGIxSTj/zGc+Q6/X47HHHpM4sKtXr8rKvc/nI5vNsm/fPq5cucJLL71kLrOYuGXwTumm90SRBoQ2+Jmf+RkWFxeZnp5mbm6ORqPBxsaGBM0mk0kGBgaw2+0EAgGi0agMDbXpkvaY1t7IeotR65mnp6dxOBxS6G02m3C8On5qfHyc+fl5hoeH2b9/P8PDw/h8PtrttnDOpVJJqJf9+/dLV6sfVy+JhMNh3G43vV6ParUqemktqdPfa9Mk7VutHfcajQbxeJzZ2VmOHTuG1+vFMAz27dtHrVaj1WrRbrf5whe+wOHDh0XLrTceG42GrNHr36sXcbRt60MPPYTb7WZubk48qPWw8v3vfz+bm5ucP38eu93O//gf5uW6CRM3CnuiSDudTpxOJ9PT0xIWu76+LkW3r68Pp9PJysqKLK0UCgUKhYKYKGku22az4fP58Pl8svxhs9mkQNtsNqLRKC6XS/wxcrmcUCMHDhzA5XLR19fHvffeS71elwJus9mIx+Osrq6KL8bg4CD9/f1cunRJ7FJLpZLEUeklFKfTKd09QCQSwePxCM9ttVpxu914PB7K5TKVSgWr1Srdr91u54477qBardJoNMhkMuRyOcbHx+l2u6ytrXH16lWefvppYrEY8XhcirjNZmN5eZlarcbx48dJJBISfPCDH/yAdrvN8vIyDz74ICMjI9jtdh555BGazSaf+MQnWF1dFf/ry5cv38R3igkT7z7siSLd6XQ4cOAAR48e5Zvf/KZEV8ViMVqtFrlcjmq1ysDAwDWSOK1x7vV6kpCifTW0LE0Xa61K0AsyzWZTtgtHRkYolUpyUtDFUmuJDxw4QL1ep1gsSlBAu91maGgIm81Gs9nkgQcewGKx0G63xX7UarWKkVM0GsXtdtPf34/b7QYQRYvb7RbfZ72goo/T7/fLQFFvTy4vLxMOh0mlUuTzedmg7Ha7dLtdEokEoVBI8hCdTqd05x/72Mfk8XTaeK/XIxaLsbKyIpasH/rQhxgYGCCVSjE7O8vi4iIOh4ODBw/ezLfKLQ1zYGjizWBPFOlut8vExAT//t//eyKRCBMTE2xtbXH16lWGhobY2NjAMAzm5ubEPwOQpJJOpyM+0W63m3w+T71ex+v1EgqFpMPW0AqLQ4cOUSgUxN5U87x6aUbbk2qT/NHRUSmUmtbQEj/tuKe789HRUQko0Ms1+kSg7U/1fbvdrnTUWn2RSCSoVCpks1lg29vE5XKRy+UIhUIkEgnGxsbodrt0Oh1SqRThcJhqtUo6nSabzdJsNuWx2u02p0+fFr+TZrPJlStX8Hq9ciKLx+OSk6hd76anp/nmN7/J4uIi73vf+1hcXLwp75FbHWaBNvFm8UaCaK3AGWDdMIyPKqUiwBeBcWAJ+HnDMPI79/0d4FeALvAPDMP41uv9bq/XK5fpoVCIq1ev8vDDD/Pyyy/T39/P7OwsSilisZg42/V6PfFEhu0tO6/XS7FYpFgsSpHU3bTP5xOD/ng8TqVSodvtSsCt7i79fj9bW1sSyqqLH2zz5jrlxOl0ikm/9mQOBALScfv9fiqVimwE6q9zuRztdpvR0VHa7bZom/UVg9Y2w/YVRqPRwOVySbRXo9GQ7UydW6jVLfqkEIvFyGazZDIZcdyzWq38nb/zdwgEAvR6PRYXF+n1eszOznL//ffz8MMPi0eIz+ej0WiQzWZJp9Oy3bm4uChOeyZM3Cq41QeIb6ST/i3gEhDY+f4zwKOGYXxWKfWZne9/Wyl1CPjrwGG2Mw6/rZQ68HoRWkop6vW6JIDY7Xa++c1vctttt1EqlTh58iS1Wk0UE41Gg2azKcVND9Z0QdM8sMViESMhHVWlL/v1WrXupLUfiGEYIqHTRkPFYpH+/n6sVivRaJRqtYrP5yMYDApFoqmX3SZOdrudjY0NbDYbgUAAq9UKbPuS6ACDTCYjm5G5XI54PE65XMZut0tHDciAVNMU4+PjeDwe+vv7ZYDp8Xhkbd7pdBKJRBgeHpaTQl9fH263m2QyyWOPPQbA7/7u73L8+HFJfikUCqyuruJ0OmU93Gq1cuLECQAuXLjwBt4yJsDsom8mdntv36qF+nrTwoeBj7AdifUPd27+GeA9O1//EfA94Ld3bv+CYRhNYFEpNQfcATz1Wr+/XC4zMTGBw+Hg0KFDeDweoSAMwxD/ieXlZdky1Kb6mm+uVCoYhiH+yPV6XcyaNL2h07M7nQ65XI5YLMbU1BS1Wk0Cb7UHiC7+IyMjpFIp6UqVUoRCITY3N2VFW9Mj2rxIp7XUajVCoZCoQmq1mlwJZLNZwuGwcNLww3Qat9stToCbm5u0Wi0AebxyuczFixdF/WGxWLBarSLl0x16uVyWpZnbb79dzJEuXrxIrVbjvvvuY3p6WnILteRQb0ImEgl6vR4zMzN873vfIxKJ8NBDD/FXf/VX1/O2eVNQSo0AfwwkgB7wOcMw/s2buXJTSp0C/gvgBv4C+C3DXJk0cYvhejvpfw38r4B/1239hmFsAhiGsamUiu/cPgQ8vet+azu3XQOl1KeBT8O2SX02m2VwcJAXX3yRsbExwuEw3W5XDP8PHDggxUt3qYZhiJud5ne1TafD4ZChnbYz7XQ6VKtVXn75ZRYWFujr6yOVSgnf7XQ6mZqaolqtMj09TbvdZmFhAbfbjc1mY2BgQIqtjtdyOp3i2aHXpgcHBzlz5gx9fX3iO62UIpVKUS6XGR8fl4isbrdLuVxmaWmJTqfDxMSEdP3azEkrPrTyRbsBbmxs0N/fL57Q2iEQEJ337Owsk5OT+P1+bDYbmUyGpaUlIpEIt912G4CcXPQCzL59++h0OgwPD0tAgPYaaTab1/mWedPoAP+zYRgvKKX8wPNKqUeAv80bv3L7w5332NNsF+kPAd98u5+ACRNvJX5skVZKfRTYMgzjeaXUe67jd76al+WPdC+GYXwO+BxAIpEwVldXiUQikmAC8IMf/ECSU+bn51lYWAC2tcy1Wk22ArWGGrbVG9p6U+uW9Yq2Hvr5/X5uv/12ccnbXfR12G0ymZSk8VwuJx4beogIsLa2RiwWE1652+1iGAaXL18mFovR19cnmmlNd+iU7mw2i1KKarXKoUOHxHtEr7JbLBbhhR0OB7lcDqWU8OOJRAKr1SoRWNqcXy+bWCwWGUTecccdWK1W2u02L7zwAvl8npWVFQqFgkSN6WWVer0uWmm9oDM2NsYDDzxApVJhc3PzOt4Cbx47J3598i8rpS6xfZJ/Q1duSqklIGAYxlMASqk/Bj6OWaTf1bgVaY/r6aTvBT6mlHoYcAEBpdSfACml1MBOFz0A6ITSNWC3n+UwsPF6D6CTUrSp0uzsLJFIhOnpaUqlklAZg4ODtNttCZ7VHKrb7SYYDEqg7PLyslz+VyoVrly5QjQaZWhoiGq1Kunf2uxeL23o5RKdQg7bXb7e1kun0xLQqrG8vMz09LQEA2joJZdwOEw0GpXtyFarJUoTl8vF6OgoFouF48ePiz3r8vIyrVaL4eFhWQm32+0sLCyIbE9LDwHa7TaLi4vivKcfv1gscuzYMdxutyS7PP7441QqFe6//35uu+022u02mUxGvKyTySTj4+NcvnxZXpvBwUGuXr3KysrKNSqZ/397bxob2Xnee/5O7QtrY1WxSFZxZze7ufQqtlp7W23LkuNIhmPHF854nPGNAwzmDuYmmA9J7pfkwyCZGSDARTAYxMi9sYPE1zHGSmTLiBbLsiy11FK3eufSTbK5b1VF1r4vZz6w3yeSr2RLkdVkt84fIFh1uJ1Tdfic9zzPf/m4oWlaL3AUeJMPf+dWu/X4F7e/19+Ru7ru7u5f4xEY/ei9hDv1vfiV/3G6rv8x8McAt1bS/7uu6/+Dpmn/N/B14C9ufX7m1o/8EPiupml/yc7t5z7grV/2N5RfhQqD3draEqe6Q4cO4fF4sNvtFItFkskkXq8XTdOkKKo0EcWVbm9vl3aHzWYjFosJt1nXdSlIW1tbmEwmWltb8Xq9YhdaKpVk9awYFIVCAV3X2drawufzifOckqybTCZisRgmk4lCoSBJK0rObrFYRPVYLpclvmpiYkKGj8ViEU3TiEaj8lwNSQHuv/9+4vG4sEpUK0T5cSvrUpfLJd7ZqnVhtVr52c9+Jq56Tz31lFx4lGxcDVWfeuopPv/5z7O6usri4iJTU1Nsb2+TTqfl4vVxQ9O0FuAHwH/UdT37S8IG3u/O7QPd0cG77+ruueceo2dtYE/hoyyL/gL4vqZp/x5YAr4MoOv6hKZp3wcm2ekv/i+/jNkBSGahSk5paWkhGAxy8OBBGZ4dO3aMkZERnn32WR599FH27dsntqUmk4lEIsHCwgJms5n5+XmJsnI4HJKKorw7gsEgiUSClpYWYYUogYvqby8vL+N0OonH46ytrREMBsWbOp1Oi+2oSuXu7e0VQ3/FEikWi+i6zvLyMm1tbbS1tVGv18WqVPGtVeFWNEGTyUQul/vvONvXrl2TIaHKREwmk7S0tIiTnsvlkovR0NAQhw8fFvOpubk5WlpaqNfr/MEf/AF/+qd/is/nE4WlotxdvXoVv99PR0cHNpuNyclJdF3nM5/5DLlcjjNnznyE0+ZXQ9M0KzsF+h90XX/61uYPe+e2cuvxL26/bbhTV24G9hY+VJHWdf1n7PQC0XV9Czj9Pt/3f7DDBPlAqNVqjI6OUiwWJfljZGSEmzdvMjExwYEDB7hy5Qr9/f2cOnWKdDrNj3/8Y6LRqEiwbTYbXq+XtbU1XC6X0NxUgKwq0Ol0mitXrlCpVDh48CATExM4nU7hAyslYk9Pj/Sog8EgbW1t6thwu90kEgkACR5Q5k6KDVIoFOjt7cXr9Yp73fXr14X6p9or6g5BcasVnW92dpaenh5ZsStpuzJCUt4jKq9wYGCAUqkkQbcLCwucOnUKk8lEvV7nwoULIg7KZDKUy2XOnDnDAw88gN1ux+l08tRTTwFI0svrr78uie0DAwNUKhXp/X9c0HaWzP8FmNJ1/S/f8aUf8iHu3HRdb2ialtM07SQ77ZL/Efirj3XnDRj4GLAnFIcej4doNCrc4DNnzvDqq68yNjbGyZMnsVqtLC0t8dJLL3H//fdz9uxOC/Ls2bOsre0sjtxuN8FgUNLGVVRUe3u7FF7VNunt7SWTyZBKpQiFQkQiEYaHh1lbW5OkFdWiUMKQubk5+vv7yWQyzM7OShiualtEo1EmJiZob28XtoXFYiGbzcpKVdHrlFOfsiR1OBykUimazSZzc3MA7Nu3j/X1dWnreL1eWeUrFaPKeVShBErmns/nOXDgAJ2dnZLu8tprr0neosfjkRbIpUuXaGlpkeT0SqUiLnqtra3S4jGZTDz33HNiB/sx4gHga8BVTdMu3dr2J/zb7tz+Z/6Vgvcv3MahobGKNvDrwp4o0rlcDrfbLSvH+++/n0wmw9ramghLjhw5wuTkJNVqlWPHjpFIJFhZWSEa3ZkFKeaGEnqo8FXV/w2Hw7Lq3NzcZHl5mc7OTmDHQ6Ozs5NoNEokEiEej7O5uUmpVKKtrY3+/n62t7fJZrNEo1EJFJiZmZEsQpfLxbFjx1hfX5fcQsV1VmwVpTZUBVt5kyjTJDX0i8ViWK1WBgYGhEbY0dEhMWBTU1NC+QuHw1L8G40GLpdLXiMVtzU1NcXs7CwAyWRS4rpCoZDYriqOuPIXicVi2Gw2XnvtNZ555hna29s5deoUKysrwqv+OKDr+mu8dz8ZPuSdm67r54HRX9/eGTBw+7EnirTZbGZzc5Ph4WH2798v1Lbh4WFR/ZVKJcbHx8W74+233+ZP/uRPaG1tlX7yX/3VX8lQEHbEHz6fj0ajIf3pcrksPexarSZhApqmMTY2JhcKFQqQz+eFJ6x6zUqVl06nhS2i2CRms1nSylU0Ffxr2O7S0hI+nw+32y1/X11AAElcUe0UNczL5/PE43EcDgetra1yB6HaOJqm0d/fz9bWFkNDQ+JmZ7PZJLhAKSBVaovy9ejq6pLeN0A8HufmzZs899xz4q+t+uAfd7vDgAED78aeKNLKvS2TyXDx4kW6u7u5cOEC9XpdKGxXr16lWCzS2tpKX18fPT09ZLNZ4UHbbDYACZdV7Axl6K+ELMqsX3lJezweQqGQKAxLpRJ9fX10dnZSrVZpaWnBbrezvb0tPtUqtiubzeLz+fB4PNL7VkXd4/EQCASo1WosLS0J3a5cLmOz2WhpacHj8dDS0iIDSTXAzGQy0h9vaWmRPrV6rZTJkkot9/l80pYolUp0dnZisVhoNBrE43GuXbuGz+cTZ75yuUw0GiUUCtHa2srNmzfx+XysrKyIt3YsFuPLX/4yNpuN+fl5Lly4QK1WE2aJgfeH0erY27jTuNJ7okjbbDZGR0cxmUysrq6KxNpisXD9+nUmJibI5XKMjY3R3d0tlLUbN24QCASwWCyi0lMhAdVqFYfDQU9Pj8iqS6WSrBhDoRBtbW0sLS2JH8Xi4qLwtcPhMOFwWPIIVVFUrAyz2Sz0wPb2dhGe3HPPPdIDV94gqh2ytrYm0V65XI5QKEQ8Hmdra4vW1laxWA2FQuLit729LVLvtrY2kZknEgmGhoZYWVl5V/5iJBIhHA5TKpWoVCqsr68zODj4LoaLSgVPJBJ0dHQwODiI1WqlUCi8645DhdwGAoF3qTnVTMCAAQMfP/ZEkVZm+ZVKhSNHjlCv1yUrUMm0lQnTxMQEy8vL0ooYGhoS/47V1VWuXLkiKSRWq5UrV65w7NgxxsfH8fv94knR1tZGPB4nk8lQq9UIBoOsr6+Tz+eZnp5mdXVV0lOcTicdHR2yOvV6veJ3rf6uWpXG43ESiQRms1mKs7IZtdlsMphUXtDhcJj+/n6Rhft8PsLhMMlkUoaOHo+HjY0NCoWCiFKazSYrKytsb2+zsLDAgQMH0DSN3t5eaUkUCgX+8R//kYGBATKZDG1tbfh8PrFM/f73v8/IyAjr6+tkMhl6e3vldVOr5nf2r1dXV6XNYuC9Yayi7wyo9+lOWFHviSKtMg5XV1cpFotMTk4yMzNDMBhkcHBQ6Gaq2Cnf5mg0yuTkpPRWp6en2dzcFH9p1XuemZnhxz/+MadPn8bhcJBIJBgYGGBkZITHH3+cfD7P3NwcyWSStbU1VlZWKJVKZLNZYUzoui7Fyul0YrPZiEajDAwMcPz4cRwOhxgaDQwMiKxaRVuZzWYWFhbI5/Osrq4SDAYJBoNks1lSqRTRaFTaMMoNb2trC6fTidlsJhaLSVL4gQMHJC1leHiYarUq7Zbu7m7q9TrFYpHz58/j9/slRGBmZkbMoRwOB9/85jeJRqMS7Lu8vCx3KWqQqYaayg3v4MGDvPjii7t9yhgw8InBnijSynxIeUMPDw/jdDp5/vnnaTQahMNh4vE40WiUy5cv09bWJub+CwsLrK2tkUwmSSaTmM1mfD4fbW1tVKtVcrkc5XKZTCbDiy++SG9vL5/5zGdob28nlUrR2dnJ2toa8/PzkvaSTqclvkr1s1VveHt7G5fLhclkIpVKsby8zNWrVwkGgxw7doyBgQHW19flbsDtdhOPx5meniaTybBv3z6q1SrLy8sUCgXa2trY3NwU4//19XVZSSv1o8lkIplMymBvaWlJWhBbW1uSGn7ffffJQDKZTLK5uYnNZmNubk6EP5OTkzz11FN84xvfoLOzk2KxCOwMLMPhMKlUikQiIa0hv99PIpGQ33cbDJYMGDDwDuyJIq1WaiqfcGtrS9oApVKJpaUlvF6vFL/19XUSiQT79+8XSt3s7Cy6rosHs7IpVd4bi4uLrKysiAG/2+2WVJLOzk48Ho/4UkejUWZmZrh48aL0uVVP1+12S/tF/S7YGVieP3+ezc1NodZVq1VRDY6MjLC0tCTFVtHjbty4QV9fHxaLBZ/PJ7Q6s9ksrQar1SqDTZfLJSk0gPS4lZmS8vS4dOkS8/Pz+P1+wuEwPp9PqHNf/OIXhQGjjKi8Xi9TU1NiEJVMJkUyXqlUaG1txW63y4XCgAEDtwd7okg3m022trbY2toSH2mfz8fExARdXV10d3ezuroq/snr6+u0trYKc2J5eRlN03C73fh8Pjo6OsTkXtmBbm1toes6KysrTE9PU6vVuP/++9ne3mZ5eZm5uTlJZ6lUKiLTTqVSIqVWAzz1NWV0pIJhNU3j7NmzRCIRDhw4QGtrK1arVTjfIyMjrK6uvmv1q8z0VTE+ePAguq6TSqUwm81yN5BOp6lWq2LGrwQsKpD3kUcewW63v8t/2+Fw0NnZKenfKrn83LlzEgVWLpfJ5XL86Ec/oq+vj9nZWRkojo+PEwwGqVarvPDCC9y4cYNG45cq/D+xMHrRdybuhN70nijSqhURDAZpbW3l4YcfFivNRCJBZ2cnKysrZLNZ1tfXsVgsHDlyhIsXL7K5uSmr4EKhQF9fH7FYTFazc3NzZDIZSqWSGPQ3m01pReTzeTweD62trXg8HqHZFQoF1tbWpM2hksYVJ1qtZJX8XDFTlOhleXkZj8dDMBiks7NTsgVdLheAONblcjlRPioZuirsyhJV/f2jR4+Kp/b6+jp9fX3CxY5EIuLZcenSJQDZls1msVqttLa2kslk+Pa3v01vb6+IdKanp3nmmWc4fPgw+/fvB3aoftevXyeRSAhTprOzk2QyeftPkD0Oo0Df+djLxXpPFOlms8n4+DjLy8t0dHSI4OPYsWOsrq5SKBQ4ffo0pVKJaDRKo9HAZrNJ2+OLX/wim5ubXLhwQcyJarUafr8fs9ksiS61Wg2fz0e1WuWxxx4Tg6NisUihUJChWiwW45577qG9vZ1z587JMFIFtirDIwVN06QVo8JxM5kM8Xgci8XCwMCAyNWvX78urYdUKoXFYqFcLmM2m3G73XR0dNBsNunt7WVjY4PFxUU2Nzfx+/28/PLLkjqu2DBWq1UUliaTiY2NDa5fv04wGCSZTOL3+2Wwmk6nsdlsnDhxAovFwvT0NLquE4vF+M53viOWr4qhcvXqVdLpNK2trSwsLLC5ucnnPvc5/umf/mkXzxYDBj5Z2BNF2uPxSDyV4vlub28zPj7O0NAQZ8+eJZPJcODAAUkmWVhYIJPJoGka+/bto62tjTfeeINr167x4IMPsn//fo4cOcLbb7/N22+/TbFYFD+OY8eOsbGxQS6XE7+Mjo4Opqam0DQNu92OyWSSgqYKp1pFKjOkjY0NQqEQiURCinej0aBUKuH3+7FarTKcq9VqLC4uUiqViMVibG1tcfz4cbEUVanmKysrlMtlpqenKZfLjI6Oomma8Mfj8ThOpxOXy4XL5aLRaNDT0yNeHvPz85IqPjIyQi6XY3t7m/b2dra3t1lcXOTJJ5/E4XAQDofZ3Nzk3nvvldCDXC4nLJXW1lZ+8pOfMDg4SKFQoKurSwaNBgwYuD3YE0XaZDJRLBYxmUy89dZbHD16lP7+fn70ox+xtbXF2NgYJpOJpaUlNjY2OHDgAK+//jqZTIaxsTHa2tq47777WFlZwWQycfr0aQ4fPkw0GkXXdZ5++mlhblSrVQYGBmQYp3q6pVKJ/v5+Ea6oVkiz2aRcLuN0OhkcHMTv94upkRKxWCwWSSBXKkdlU+pwOCRuq7W1VYakoVAIq9WKy+WiVCoJJ9vlcrG6uorb7WZubk5CDXp7e7ly5QoWi4XV1VV6enrw+/309vbi8/mwWCwUCgWmp6dxu92YTCbm5+cxmUx4vV65u7BarfT19REMBoX6Zzabhd4HOyEMpVKJ0dFRkskkL7/8Ml6vl/HxcWHgGDDaHAZuD/ZEkS6VSgwMDAitbn5+no2NDYaHh5mZmaG/v59Go0EoFMLn83H+/Hncbjdf+cpXiEQiVCoVQqEQf/Znf4bdbpcVZr1ex2w209XVJXLo3/u93+PTn/40zWaTRCJBuVxmeHiYZ555hpmZGbq7u9na2pLE7nQ6LfaeamhmMplwOp0sLi5KurhafQOSRagc4xwOBw6HQyTliinicDi4cuUK2WxW/k4gEKBYLNLS0sLo6CjpdJqNjQ2KxSLFYlEMqCYmJigWi8L9LpfL4qedzWYlpkv11NVKORwO09bWht1uJxAI4Pf7pTiri0pvby+apskFcWJiglOnTknP3oCBuxV7UTL+QdPC/cDfsOMopgPfAK7zIdOb33cnLBaazSY3btxgbW1NVIRTU1MS/rq0tMTMzIy41z3yyCPs37+fSqXCSy+9xAMPPCDRV6pYNptNGfgtLi7yhS98ga997WtiWepyuahUKkLB++u//mvm5ubo6uqSlaeKvgoEAlJMe3p6SKVSWK1Wuf232+1i9FQqlSRXsVqtsrGxIYZH+XxeVtT5fJ7u7m7OnTuHy+XiypUruN1u/H6/8KaVz0c8HufTn/40JpOJxcVFwuEwY2NjhMNhNE0jmUySSqWIxWLk83kWFhbEn7qrq4tarcb29jaDg4Oycvd6vSJ0qdVqlEol8cLu6OigVCrxxhtv4PV6aWtrI5fLcf78+Q95ihkwYOCj4IOupP8z8Jyu61/SNM0GuNjx+P2w6c3vi0QiwfLyMo1Gg5WVFYaGhkilUty4cUOKW7Va5Stf+QonT56ktbVVPJ3NZjNnzpzhoYcekoKvRCCxWIzf/u3fZn5+nlOnTgnNTiWraJpGtVrFZrPxuc99jh/+8IfU63XhDytPi0wmIzzhdDqNw+GQJJSOjg4xHkqlUjidTgqFAul0GrfbLekv2WxW5O2VSkUMn0KhEGazmcOHDwM7vh4ej0esUePxOEeOHBGqH+w4Bx47dkzaNpOTkywuLoqf9cGDByWWTCkJW1paaGlpYWVlRSTgtVpNLi5vvvkmQ0NDRCIRGo2GsFTUBXBmZkb8rg0YMHB78EHSwr3Aw8DvAui6XgWqmqZ9qPRm4I33+xsq7cTv90vW3s2bN8UcaGVlhVwuxze/+U0eeOABsStV7IwTJ06wurrKz3/+cxFhxGIxQqEQ3d3dhMNhgsEgHR0dEj9Vr9exWCxomibGQ8rQqFqt0t/fLx4YtVqNarUq7QFluu90OvF6vaTTaa5evUo8Huezn/0sbrdbWhZms5l0Os329jZer5etrS2azSZmsxm73Y7NZhOzJ7U9FApx8eJFarUaly9fJhgMcv36dbEerdfrHDhwQDyk0+k06+vrwvCw2WwUCgX5cDgc4m8SCoWYm5sjFosJ6+P69evouk4gEKC1tZVms0mj0aDZbBIMBunr6xO7WHWXYsCAgduDD/If1w8kgL/VNO2ipml/o2mam19Ibwbemd68/I6ff8+UZk3Tfl/TtPOapp0vFotMTEzIwGxgYIAjR46gaRrT09OsrKywf/9+Dhw4IIVNhcSqotTX10dfXx9f/vKXefTRR4lEInR3dxOJRMRD+vz587JKLpfLMsQrl8vE43HMZjNHjx6VVbsaaOZyOXRdJ5vNUqlU2N7eFv8Qi8WC0+lkfHyc48ePE4lEsFqtRCIRNE2TUIB8Pk9HR4f4dah9UPzlWq1GPp8Xq1Ml03Y6ndy8eVNsWcPhMKFQiJMnT2I2m2k2m9y8eZONjQ0ajYYIXNTFTrVWFFvD6XQKB1sF37a3t+PxeOjt7RWPknw+z8WLF+np6aHRaLC5ucnW1haBQOAjnXAGDBj4cPggRdoCHAP+X13XjwIFdlob74cPlNKs6/q3dF2/R9f1e5R0G2BmZoZ8Pi8ey8lkknK5zBNPPIHf7wf+1X86n8+LmCOZTIr7XVdXF4cPH2ZkZIR6vc6lS5dwOBzCMVZFR/l9zM/PMz8/z9bWlsRVlUolEokEb731lhS7ZrMpzAdV6DY2Ntje3sbtdtPd3U08vpOPqlohLS0t0r6YmpqiUqmISZTH4+HixYtMTk6yvr4u3Gtd17Hb7RIMqwZ2a2trzMzMcOTIEfEv0TSNqakp4YeHQiHC4TC9vb3Y7XZyuRzt7e0Ui0UJ4A0Gg+9SYxYKBXw+H5qmMTs7yyuvvMK3v/1tUqkUIyMj4lminP0MGMwOA7cPH6QnvQKs6Lr+5q3n/x87RfrDpje/L5RFZ61Ww+Vy8ZOf/AS32y2Cj8cee0yM7dUKuNFoCP1tcHCQ2dlZ8XFWGYPXrl3jtddeE4n0Qw89JBFVKh8wlUqRzWaFQ6xM/JWy0Gq1Ui6Xsdvt7/KtdrvdIrNWtDu1fXt7G4/HQ61WIx6Ps7CwwNDQkKS3KG729PQ0gUCAfD4v5kulUkmCCpSlqhLvxONxNjY2JDJM13Vu3rxJrVajq6uLmZkZuaBMTk7i8/lob29naWmJaDSKy+WiXC7T09ODx+PB4XCwtbUlLSLFVVf72NPTQzgcZmlpSe5GVIKMAQN3K/Yaw+NX/sfpur6hadqypmlDuq5fZydnbvLWxwdOb/5lf6NSqZDL5SRZG2BsbIyWlha8Xq9kETYaDaGY2e12sdhUBvwvvvii+DZfuHCBV199VWTjDz30kJjja5pGMBhkc3NTvDEymQx+vx9N0zh+/DgLCwtEo1EcDgc+nw/YYYv4fD62t7fFsD+TyUivNx6PC5tibW2NZrOJy+Wiq6tLBouqH6xitubm5oSOd+3aNbkbUA532WyW6elp7HY73d3dPPnkkyJ5z+VyPPfcc7KiV5xqk8lER0cHlUpFmBsul0sc/9rb2zGbzdhsNqxWK/V6nXq9zujoKKurq5L2cuzYMeGSZ7NZoR4aMGDg9uGDLov+V+AfbjE7bgL/Ezutkg+b3vyeUDSzQqHApUuXMJlMnD17Fq/XS2trq9ySK7Wdrut4vV4pGOp23ev18v3vf18oZsVikS9+8Ys0Gg1OnDjBwsKCFHWl0HvttddIpVIMDg7i8XjQdZ0HH3yQcrkstqFqBZzJZPD5fOzbt4+ZmRkxc3I4HFy4cIGBgQF6e3tJJBIivhkeHkbTNPl5u93OzMwMlUqFK1euMDIyQq1Wo9FoiHx9ZGQEq9Uqq3olTtnc3GRsbExaNs899xw/+9nPiEQimEwmrFYruVyOhYUF8aPe3NwkEolgs9nwer0sLS2h6zr1eh1A4sSef/55tra2pFeuhpCZTEYuFh6Px1hJGzBwm/GB/uN0Xb8E3PMeX/pQ6c3vB5VR6PP5OHnypMinVWagKuCpVErc3IrFIoFAALvdLnado6OjTExMUK/XSafTPPnkk8AOO0PFRplMJkwmE9lslo2NDX7605+ytLTEN77xDaLRKPv376erq4uNjQ2efvppXC4XFouFCxcuSE6gKtbKs0P1jFUU14kTJ7Db7RKqW6lUsNvtbG5uMj8/Lyb+g4ODYnrkcrnY3NwU7rfyGGlvb5fh4wMPPEAoFKJYLJLNZrlw4QL33Xcffr+f6elpUqkUfr8fh8NBNpul2WzSbDaZnZ3lkUcekcBf1fNXDnivvfYaCwsL4imyuLjIb/3Wb4nN6+bmJk6nU1SNBgzc7dhLLY89sSwql8uMjIywsbHBvn37OHjwIE6nk6mpKQqFAsPDw7S3t+P3+0mlUly+fJmlpSUOHz6Mpmnv8lH+/Oc/TzabJZ/P8/bbb4uceWZmRgySisUi8Xicf/mXf+HGjRtEo1EGBwcZHx+ns7OTRqOB3+9ne3ub/v5+VldXKZfLIqiJRCL09fUB/+oj7fP5aGlpkR5zKpVC0zTJL4zH47jdbo4ePSpmTcVikWvXrmG1WlldXeXy5ct0dXXRaDSIRCK0t7e/Kw19bGwMs9lMKpXi+vXrRKNRrFYriUSCSCSCy+WiWq1y5coVHA6HiFoikQgWi4VMJkMymSQSicgQcWZmhvX1dXlNlOnTQw89hN1ul2T0np4eisUiN2/e3OWzxYCB24O9Uqj3RJG22Wxyix6Px8lms4RCIZrNJocOHRJZt91ux+l0MjMzw0svvcRv/uZv8uCDD5JIJITuVqlUSKfT+P1+Dh06xJUrV2g0GrjdbvFizmazLC0t8dprr8ntfTweF5aG2WwWd7qVlRUajQZWqxWn08mBAwew2WxomkY+n6dWq+HxeOjv7xde8tNPP002m+XIkSO4XC6WlpYIh8PYbDbxss5ms5RKJaERms1m6TXH43HhPZdKJRwOh4QRKDpfoVCgs7OTV155hcHBQdbW1shkMkIpvHnzJqVSiWazycGDB0W1uG/fPr71rW/xh3/4hzidTiYmJhgYGCAajXL16lWR0kejUXEHTCQSdHV1ce3aNbLZ7G6fLrsOg9lh4HZiTxRpi8XC7Oys0N88Hg/xeJxqtUpPTw9tbW2SiHL9+nVefvllTCYTTz/9NAAjIyPiIgc7RT+RSIjabmFhgb6+PjE6SqfTzM7OsrW1BeyoBGdmZvjsZz8L8C6nt0KhQDgcJpfL4fP52NjYEBN9j8fD6dOnyeVyXL58WUIL+vv7aWlp4dChQ6ytrfHss88K57qtrU0CaROJhATbJpNJ2TdN08Shb9++fei6zunTp8XH+saNG0xOTmI2mwkEAiwuLkqh1zSNSCSC3W6XJJquri4sFgvr6+vE43F+/OMfMzo6Ku2TeDxOMpmkVCrR0dHB0aNH6e7uFntT1cNXIiADBgzcPuyJIp3P50W9p3qrlUpFhBstLS04nU62trZ47rnn2NjYIBgMUiqVePbZZwkGg9hsNsxmM7BTZBcWFmhpaeH48eMEg0F0XReTopWVFebm5nC5XFJsLRaLrELr9boM+VwulxgVLS4uCmPj5MmTTE9P8/zzz9Pa2ioXF13Xeemll7Barbz00kvce++9jI2N8eqrrwqdT+UfqoHh9vY2yWRSmBbKyKnZbDI/P8/4+Dgej0fM/p999llcLpf0ptXnSqVCIBBgdXUVXdfp6OhA0zQ6OzspFAoEAgFeeeUVYMcDOx6PU6/X0XWdTCYjJlSjo6PUajWKxSJzc3OUSiXi8TilUgmPx7Nr54kBA7cbe6HlsSeKtK7rzM3NSSxUNBrlzTffZHx8HK/Xi8PhoNlscv78ec6fP4/X68Vut4sJ0SuvvCJybMV/VopD5eymBDDLy8ucOXOGUChENBqlUChgt9tZXl6Wdonyq36nuKRYLLJv3z7xyjh79izDw8PCSVY2qap4bmxsiD9HpVIR9zjVg3Y4HIyNjaFpmng1t7W1sbCwgMVikbuL9fV1Tp8+LSwMxfluNpu43W5sNhsul4tz587hdrtZW1uTIl+pVDh27JgksNy4cYPl5WVqtRqzs7OMjo7S2dnJ6uoqgKTbqFxHxcO2Wq0ycD127Bjf+973dudEMWBgF7DbhXpPFOlarcbGxoZwec+ePcvo6Cj33nuvOMpls1muX7/OY489xgsvvCB9WZfLxezsLOVymRMnThAIBKSIqf6zKtQLCwtcvHiRvr4+XC4XwWCQnp4efvrTn4q6z+12AzstEIfDQaFQELGN4iO3t7cTDAZZW1ujUCgI57her7OwsCBRU9lsVoZ1Xq8XTdPw+Xw0m025QCjedSaTYXV1VfyfVRrME088QTgclv3453/+Z7a2tqjX6+LepyiEs7OzosRU7Z+TJ0/SaDSYn5+X4F2A7e1ttre3qdfr4vSnXPEUxS8UCqFpGrFYjPn5+XdlMn5SYfSjP5nYzUK9J4q0yWQiEAhIwsnDDz/MV7/6Vdrb26nX68TjcV599VXOnTtHLBaT4FrY8aLu7OwUkyNl1ORyud4lr1ay78HBQQlgffzxx2lvb8fhcPDzn/9cTPsVJ1m1JsrlMpqmSWahapskEglmZ2cJBoN0dXWJSdH6+roUOovFQigUkjT0bDYrSeHt7e1YLBb27dvHpUuXRDSyvr6OruscOXKEz3zmM+IT8vLLLzMxMSFudmtra6KADIVCEkTb0tIiqd4q+KBer1OtVuVi0dHRwebmJuvr62JL6nA4GB0dFYfBbDZLtVrFarVSq9WkiBswYOD2YU8UadiJpAoGg5w6dYp7771XuM/K8/ny5cs4HA5mZ2dJpVIShaVaFKqdcOrUKYmGstvtMmxbX1+X1Xg0GuXw4cP4fD6uXbvGwYMHOXfunCR+67ou3iGBQIBCoUBLSwuzs7NCbVOpKqOjozLMSyaTwuPO5/McPnxYzJSq1SrNZpNwOMzQ0JAoK9vb25mcnCQSiYgoZWhoiGAwKP1klRr++uuvE4lE5HkoFJJCurGxgc1mY3h4mHQ6TSgUIhaLYbPZmJ+fF6l6sVjE6XQyNjYmRlJWq5Xu7m7m5uZoa9vxyTKbzUxMTAj7JZvNcvjwYSOZxYCB24w9UaRrtRqxWIyvfvWr7N+/X/i/jUaDWq3GwsKCpI1YLBbGx8eZmJiQ4d47e7gvv/wyn//851lfX6elpYVQKCTc6LW1Nb70pS8RCARIJpNsb29LayQcDrO2tkalUpFhWkdHh3g6K+aIYjjU63X6+/vJ5XIkEgkymQxWq5W2tjZha1y4cAG73U57ezter5dwOCy0Np/Ph9lsFktTr9dLoVCQdonf7+ezn/0sfr+fbDbLz3/+cxYWFsRwqVqtCi8akJW7YqY4nU5isRgtLS3cvHmTZDJJpVIRhz2/38/ExAQmk4lEIiG0w+7ubkkrTyaTIgwCuO+++wyetAEDtxl7okg7HA5+53d+h/7+fjo6OiRZW0mrz5w5w/j4OIcPH6bZbJJKpTh8+LA40G1uborH88TEBFtbW3R3d0t2n7Iy/frXv065XJYklHK5LIkkY2NjTE1NcfHiRYaGhujs7GRmZgan00kikSAQCBAKhVhYWODIkSPMzc1x/vx5MV8KBoNUKhXcbjc+n09W3IODg5JB2NHRQT6fJxgMYrfbJUwgFovJRUN5b2xtbUn/eHZ2lr//+79nY2MDh8OByWSip6dHXjsVLuBwOMSDRNd19u/fD+xIv0dHR5mcnCSZTHLgwAGCwSCZTIZAIMDExITcmbS3twuPO5lMCqPEZDLh9/u5du3arp0nBgx8ErEninQkEuHee+/F4/HgcrlwOBxUKhXm5+f57ne/y8DAAM1mk0KhQLFYZGZmhv379/Pkk08yMTHB4uIiGxsbFAoF+vv76evrIxAIEAgEpAcdj8e5cOECTqeTQCBAT08PZrOZqakpnnjiCd544w0xtFdDtVKphMViEW/oQqHAwYMHZcVss9nIZDL09PSwtLQk8nV1B9De3i6m+2qF7XA40HUdl8slA0n1GjQaDbq7uykWizz++OOYzWYSiQTnzp0jEokwODgoNqfqeEulktiTRiIRGZYCtLa2yiq6r69PLFjVRSEejzMwMCCBtcq/2mw2U6lUSCQSeL1eEomECHPm5+d37TzZbRhDQwO7gT1RpJvNJvl8Hl3XhRv85ptv8tZbb4k5UVtbGysrK3R1dfHwww8TCAQ4f/48zz77LJ/61Kd49NFHuXr1KtPT01itVqLRKOl0mmvXrvHSSy8RCAR45JFHJBPQ7/cTi8W45557SKVSPPzwwzz88MPirzE9Pf2uFPDW1lZxq6tWq6ytreFyuWQF39fXR6FQwOl0YrPZOHTokHCglTPf1tYWxWKRsbExKpUKbW1teDwelpaWJDW8Wq0yPDwszAol21YZgyrSKxaLyUVLtSpyuRytra0Eg0Ha29uBnVX4wMAAuVxOgg0U9c/hcGC1WmUI2dXVJR7U6kKjBpCDg4OUy2UqlcpunioGDHzisCeKdKVS4ezZs1gsFmlXDA8PMzAwwPLyMul0WorQCy+8wNjYGBcuXGBzc5N9+/ZJaohKxA4Gg5jNZhwOB6+//jq1Wo2DBw+yvLyMzWajVqsBSKqK2WzG5/OJ/enrr7+Ow+GQgqeKlgqhzefzDA0NkU6naWtro16vY7PZpH9sNptZXl4mHA7j8/kkuksVTtUWUYIclZ04PDzM5uYmsVhMBo6Li4viBjgzMyP2pul0mmAwSLVaFXqgCtw1m808+uijEsW1srJCNpslkUhgt9tpa2sTdom6MFqtVg4ePCjhvS6XSyxOG40GIyMjMqQ0YMDA7cOeKNKJRIIf/OAHosK7//77uXz5MidPnqSzs1NyAOv1OmNjYywuLuL3++ns7CQajXL69GnpTbe0tFAul3nrrbfw+XwUCgUGBwelPxyNRkmlUpTLZd58800Rivh8PunBvvrqq8zMzIgn8/DwsJj65/N5wuGwGDBZrVY8Ho+4yimmRU9PD9lslkajISb+s7OzuN1uMYNSsWADAwPk83lWV1eJRqMcOXJECrSyLVWr3oWFBYLBIA6Hg1qtRkdHB263G13XyeVyOBwOyuUywWCQhYUFJicnxctDiYWU7L5er8sxKFfBbDYrykjlANjb20tnZyeTk5NGxqEBA7cZe6JI+/1+8efo6upifX2d3t5eotEoZ86cobOzk9dffx2r1cpjjz1GOp3mwoULhMNhfvd3f1ec8jKZDOPj44yOjnLlyhVu3LjBb/zGb7CyskIsFhNWh2o/BINB4VQ3m03xTt7e3ubEiRNks1mRqjscDg4cOIDJZGJxcZF8Pk9fX5/wj1XRttvt9PT00NnZSS6Xw2KxyMVD0fAGBgbQNE18MCqVirQ7FDe8UChw7do1KpUKpVKJ7e1turq6WFxcJBaLiaqwWq1iNpvFGKrRaBCLxaRw+3w+hoaGmJqaktaRUkUqvra6CwmFQsAOg2V1dVV60319fZKlqFJhDBgwcHuwJ4q0Svze3Nykr6+PeDzOgw8+iN/vZ35+XuKwOjs7efHFF0mn0wQCAUZHR9E0TRSLm5ubdHR0cPPmTS5fvszRo0dl1ayKmOJdK661GrJVq1VKpRJ/93d/R0tLC7FYDIBgMCgFbGVlRYQiir2hvndtbY1IJMKNGzcYGBgQWbXNZpPn4XBY0mQymYyoC1OplMjSVWpKsVhkaGhI3O0Ui8Pn88nAsqWlhUgkAiDPVZskn88zOzuLrutMT08LM0Txp1999VVJkGlra6Onp4ehoSFsNpv0xq1WK5ubm5w4cYJGo4HdbpfXxYABA7cHe6JIV6tVjh49ytTUFJOTk1QqFS5cuICu66yurtLR0UGxWBS2RCqVkj51Mpmk0Whw5coVod4pjvP4+DgXL17k0KFDoqJTfOd8Ps/c3Bz1ep2RkRGKxSLf/va3mZ+fp6+vj3K5LFJyl8uFzWYTZkW1WiWTyTAyMiLqv+HhYWFtqFWxamN0dHSQSCQAZIVtMpmYnJykr6+PSqXCxsYGxWKR5eVlyuWy+DoHAgG2traoVCrSerDb7Rw/fpx6vc7MzIykiKucSI/HIwNLFRdWqVTQdZ2uri7q9TqPP/44mUyGw4cPc/PmTVpbW7Hb7fj9fnHjq9VqFAoF/H6/FPlDhw7t5qnyoaFp2uPAfwbMwN/ouv4Xu7xLBu5Q7JY0fE8UaavVSiAQ4Pjx40QiES5dugTsCDKeeOIJIpEIP/vZz/jud7+Lz+cTQ6CFhQVyuRy9vb3Mzc0xMjKC1+sVFsXExARer5dYLEYwGKTZbFKr1dB1XVJMXn75Zf72b/+WVCol3GLFfVZCF8VpVv1lJT65cuUKsKMaLJVKAAQCASwWC263W1bgSlKtlHuKenfy5Em2t7clU3Bqaoo///M/p6+vj8HBQXGvS6fTOBwO8dNWCeSNRuNdobS5XI5AICB0O6vVSn9/P88++yyapmE2mxkYGJDWC+zI6rPZLMFgUF4bZQrl8/mIx+NyF6F61HcKNE0zA/8P8Bl2ApLPaZr2Q13XJ3d3zwwY+ODYE/9xJpOJy5cv86lPfYr9+/dz+vRp1tfXxXwoGAzyhS98QUzsp6enSSQS5PN5BgYGpJj09/eztLQkXtRra2scOHCAYrEo0mzV793e3iaVSsmqWPWX6/U6JpNJEl/a29slZkr1ms1mMzMzM3R3d4toxul0cvnyZWCHUlgqlVhYWKCnp0dEJpVKhdbWVlmVp9NphoaGSCQSonosFovY7XZGR0cJhUJYrVZKpRK1Wo3l5WV0XRcnPofDIReHZrMpUVyaprG9vY3NZqO9vV1W5YD8XqfTSSQSkeT1/v5+8aH2+/2Mjo5SKBSkFaJCeO8wWfgJYFbX9ZsAmqZ9D3iKnfxNAwbuCGi6ru/2PqBpWg64vtv7sQsIAcnd3ol/A3p0XQ/v9k78Kmia9iXgcV3Xf+/W868B9+q6/h9+4ft+H/j9W0+HeP9z8U59v34Rd8txwN45lo/tf2JPrKSB67quv1fQ7V0NTdPOfxKP+zZCe49t/92qRNf1bwHf+pW/7C55v+6W44C761jeDwbp1cDdjBWg6x3PY8DaLu2LAQP/JhhF2sDdjHPAPk3T+jRNswH/DvjhLu+TAQMfCnul3fErbzXvUnxSj/u2QNf1uqZp/wF4nh0K3n/VdX3iI/zKu+X9uluOA+6uY3lP7InBoQEDBgwYeG8Y7Q4DBgwY2MMwirQBAwYM7GHsepHWNO1xTdOua5o2q2naH+32/vw6oWnagqZpVzVNu6Rp2vlb21o1TXtR07SZW58D7/j+P771OlzXNO2zu7fnBt6JO+0c1TTtv2qaFtc07do7tt1x552maV2apr2sadqUpmkTmqb9b7e233HH8pGg6/qufbAzzJkD+gEbcBkY3s19+jUf3wIQ+oVt/xfwR7ce/xHwf956PHzr+O1A363Xxbzbx/BJ/7gTz1HgYeAYcO0d2+648w7oAI7deuwBbtza3zvuWD7Kx26vpEW2q+t6FVCy3bsZTwHfufX4O8AX3rH9e7quV3Rdnwdm2Xl9DOwu7rhzVNf1nwPbv7D5jjvvdF1f13X9wq3HOWAKiHIHHstHwW4X6Siw/I7nK7e23S3QgRc0TXv7lvQYIKLr+jrsnIRA263td/trcafibnlf7ujzTtO0XuAo8CZ3+LF8WOw2T/oDyXbvYDyg6/qapmltwIuapk3/ku+921+LOxV3+/uy549P07QW4AfAf9R1Patp77XLO9/6Htv21LH8W7DbK+m7Wrar6/rarc9x4J/YufXa1DStA+DW5/itb7+rX4s7GHfL+3JHnneaplnZKdD/oOv607c235HH8m/Fbhfpu1a2q2maW9M0j3oMPAZcY+f4vn7r274OPHPr8Q+Bf6dpml3TtD5gH/DW7d1rA++Bu+UcvePOO21nyfxfgCld1//yHV+6447lI2G3J5fA59iZ2s4B/2m39+fXeFz97EyaLwMT6tiAIPASMHPrc+s7fuY/3XodrgNP7PYxGB/yvtxR5yjw34B1oMbO6vLf34nnHfAgO+2KK8ClWx+fuxOP5aN8GLJwAwYMGNjD2O12hwEDBgwY+CUwirQBAwYM7GEYRdqAAQMG9jCMIm3AgAEDexhGkTZgwICBPQyjSBswYMDAHoZRpA0YMGBgD+P/BxjZddVpg5+xAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x720 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import cv2 as cv\n",
    "import numpy as np\n",
    "\n",
    "# 读取zixuan.jpg灰度图\n",
    "img = cv.imread('1.jfif', 0)\n",
    "\n",
    "# 给图形做极大极小值归一  min  max\n",
    "img_max = img.max()  # 获取img最大值\n",
    "\n",
    "img_min = img.min()  # 获取img最小值\n",
    "\n",
    "img_to_one = (img - img_min) / (img_max - img_min)  # 得到img进行极小极大值归一的结果\n",
    "\n",
    "img_OpenCv = cv.equalizeHist(img)  # 用OpenCV直接进行全局直方图均衡\n",
    "\n",
    "h, _ = np.histogram(img.flatten(), 256, [0, 256])  # 获得img的直方图(分256个区间)\n",
    "\n",
    "cdf = h.cumsum()  # 获得h对应的累积直方图\n",
    "\n",
    "cdf = (cdf - cdf.min()) / (cdf.max() - cdf.min())  # 把累积直方图进行均值归一获得累积频率直方图\n",
    "\n",
    "img_2 = cdf[img]  # 通过累积频率直方图对img进行全局直方图均衡\n",
    "\n",
    "# 创建一个CLAHE算法对象,  8*8的小窗,  阈值为6\n",
    "CLAHE = cv.createCLAHE(clipLimit=5.0, tileGridSize=(8, 8))\n",
    "\n",
    "img_zi = CLAHE.apply(img)  # 使用CLAHE  进行自适应直方图均衡\n",
    "\n",
    "fg, ax = plt.subplots(5, 2, figsize=(5, 10))\n",
    "#  用完整的数据范围打印图像及其直方图\n",
    "ax[0, 0].imshow(img, cmap='gray', vmin=0, vmax=255)\n",
    "ax[0, 1].set_title('original low contrast image')\n",
    "ax[0, 1].hist(img.ravel(), bins=256, range=[0, 255])\n",
    "\n",
    "#  最小最大值归一\n",
    "ax[1, 0].imshow(img_to_one, cmap='gray', vmin=0, vmax=1)\n",
    "ax[1, 1].set_title('min-max  normalized  image')\n",
    "ax[1, 1].hist(img_to_one.ravel(), bins=256, range=[0, 1])\n",
    "\n",
    "#  全局直方图均衡\n",
    "ax[2, 0].imshow(img_OpenCv, cmap='gray')\n",
    "ax[2, 1].set_title('global  equalization: OpenCV')\n",
    "ax[2, 1].hist(img_OpenCv.ravel(), bins=256)\n",
    "\n",
    "ax[3, 0].imshow(img_2, cmap='gray')\n",
    "ax[3, 1].set_title('global  equalization: Numpy')\n",
    "ax[3, 1].hist(img_2.ravel(), bins=256)\n",
    "\n",
    "#  自适应直方图均衡\n",
    "ax[4, 0].imshow(img_zi, cmap='gray')\n",
    "ax[4, 1].set_title('CLAHE: 8*8, 6')\n",
    "ax[4, 1].hist(img_zi.ravel(), bins=256)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('out.png', bbox_inches='tight')\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
